{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.2　设置坐标轴的标签、刻度范围和刻度标签"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2.1　设置坐标轴的标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n",
    "y1, y2 = np.sin(x), np.cos(x)\n",
    "plt.plot(x, y1, x, y2)\n",
    "# 设置 x 轴和 y 轴的标签\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2.2　设置刻度范围和刻度标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n",
    "y1, y2 = np.sin(x), np.cos(x)\n",
    "plt.plot(x, y1, x, y2)\n",
    "# 设置 x 轴和 y 轴的标签\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "# 设置 x 轴的刻度范围和刻度标签\n",
    "plt.xlim(x.min() * 1.5, x.max()  * 1.5)\n",
    "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi], [r'$-\\pi$', r'$-\\pi/2$',\n",
    "                                                   r'$0$', r'$\\pi/2$', r'$\\pi$'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2.3　实例1：2019年内地电影票房排行榜"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 01_film_rankings\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "labels = [\"哪吒之魔童降世\", \"流浪地球\", \"复仇者联盟4:终局之战\", \n",
    "          \"疯狂的外星人\", \"飞驰人生\", \"烈火英雄\", \"蜘蛛侠:英雄远征\", \n",
    "          \"速度与激情:特别行动\", \"扫毒2天地对决\", \"大黄蜂\",\"惊奇队长\", \n",
    "          \"比悲伤更悲伤的故事\", \"哥斯拉2:怪兽之王\", \"阿丽塔:战斗天使\", \n",
    "          \"银河补习班\"]\n",
    "bar_width = [48.57, 46.18, 42.05, 21.83, 17.03, 16.70, 14.01, 13.84, \n",
    "             12.85, 11.38, 10.25, 9.46, 9.27, 8.88, 8.64]\n",
    "y_data = range(len(labels))\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "ax.barh(y_data, bar_width, height=0.2, color='orange') \n",
    "# 设置 x 轴和 y 轴的标签\n",
    "ax.set_xlabel(\"总票房(亿元)\")\n",
    "ax.set_ylabel(\"电影名称\")\n",
    "# 设置 y 轴的刻度线位置、刻度标签\n",
    "ax.set_yticks(y_data)\n",
    "ax.set_yticklabels(labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.3　添加标题和图例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3.1　添加标题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n",
    "y1, y2 = np.sin(x), np.cos(x)\n",
    "plt.plot(x, y1, x, y2)\n",
    "# 设置 x 轴和 y 轴的标签\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "# 设置 x 轴的刻度范围和刻度标签\n",
    "plt.xlim(x.min() * 1.5, x.max()  * 1.5)\n",
    "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi], [r'$-\\pi$', r'$-\\pi/2$',\n",
    "                                                   r'$0$', r'$\\pi/2$', r'$\\pi$'])\n",
    "# 添加标题\n",
    "plt.title(\"正弦曲线和余弦曲线\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3.2　添加图例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEYCAYAAABC0LFYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABIDklEQVR4nO3dd3xUZfb48c+ZNBJCC4QAofceSqiCgCKCBaWJYsW+1V33u7uu8HPV1dVt7uq6urCKWABFQOwNEaRISSD0XgIJLZQQQkg/vz/uRCOmkpm5M3ee9+s1L2fu3Dv3jGHmzH3KeURVMQzDMIzyuOwOwDAMw/BvJlEYhmEYFTKJwjAMw6iQSRSGYRhGhUyiMAzDMCpkEoVhlCKW2nbH4SvB9n6NS2MSheF4IvIbEbm2kn2KRCQaaAfsrWC/0SLStdTjiSIyTEQq/CyJSC0RGVCNmENFZKWITKjqMaWOtf39Gs4SancAhlEREXkYeAi44N4UAoQBue7HYcDHwCLgn8B5oD0wyn0/331MfxHZBIQDJ1U166JTXVDVbBHJA/LKicUF/AO4vdTmy4CDwEgRyVLVv5Xa/5fASKAtEAHsEJGJqppfhbf+JFAAPCYiG1V1/0WxDPe392s4l/lVYPg1VX1OVVupamdV7QzcB6SUPFbVdqr6S1Vdpqq9VXUIsBPri/kGYCpwG3AUuB4YB7Qq41SFJaesIJzbsBJSrohc6d52HitpPQscF5H+pfb/CPg/YB1wn6qOBQpEZJ+IpLhv+0UkovRJROQuYDwwAXgQ+EJEbi/9K95P36/hUOaKwnAEEQkF1rgfdsL6Ff2ciDwEzFHV/4qIS1WLSx1zBqvZJQ+IFpGVWL/Am7jv1wJaqmpjEekA/AS4BngF2CwiDYHBQDxwE3AaiALWiYgAh1S1UETyS8UIUKSqvdzb0rCuHEqe/x0wBbhKVU8D34rIKOB14I8iMt99/kP+9H6r99cyAo1JFIbfE5EbsL5cP6pgt3pAvqoOLnVcbeBqYKz7S3i9iFynqunuXQqASap6UEQyVXWIiDQHVrrvtweWu/cdDTQFVgDHgfnAncAeYIWq/tH9i7+v+ws1HHhPRAqB3lhNNjnAc8B3X94AqlrsPu8XQAqwFPhYREr2cwHPA5lYSeSIv71fVT1Vwd/GCHCm6ckIBIlYX7YlRpRqutkuIpOBukB2yQ4iEga8CrwJxGL9Uv+q1JcmXPSFXY6Sppn/qGprYBvwUyAVq2lJgfEisgRYDfwWaKiqR1V1IFbzUSjwV2CKqr5T5klU04AbVXUK8BsgAVgMzAZ6AbNVdaGqTlDVXH97v1V4XSOAmSsKIxAU8cO29K9V9cbSO4hIRyBORJKANli/4AcDrYFfYHXyXsmPvevu0C2vKab0OR4B0t2v1Q24GeuLtD8wFrgHSFbV3aUOexLrC70L8IiI9KvgfXYUkQ9LvddG7vf+oPv8IUCCquZgdeL74/s1nEhVzc3c/PoGPA5Md98fDiyuZP81QD33fRcwA+tLNx5oXWq/YyWPgUz3f5sDB9332wNp7vtNsTqIlwFvAQNLvc4OrKuAbUDnUttHumOZ6Y77BWAisLPUPmml7oe4b71Lve9fAU2wOqrD/Pn9mptzb6bpyXCi2qp61t2G/jfgeVU9idWE8+ylvKBaTUlNgWuBl4GO8N0Q0lTg18AIYJd7eyesTuA7+L7J51equgBoKiJJ7quBxqXOUYT1BbxAROIuCuEZYLK/vl/D2UzTk+G33F9KUoV9wlU1V0TqAHFAiIjUAj4DmgHdRaQ+VgdwKxGJVdUM92tXqSnGPTz0Daxf5SuAr0SkB9ZVwm6sX+8Dgd4ichiYi9UnsdsaAGV1Wrtf7qSqJrpfN01EQtUaHfWu+3UGud9HH+BLVT0mImOAtSKyXVU3uI/1m/erqrMq+jsZAc7uSxpzM7fybsAwrFE2Oyu47cKaABaFNe5/B3Cb+/hfYI0C6gTUx/qifBq43P18JqWaZso4f3vghPt+KNCs1HM3YP2yHud+3NodTxbQ7qLXmQ1cXepxu1L365a63xMr6YE1gW4u0LbU800vel2/fL/m5rybuP/ohmFUk4iEa6lZ1iISjvXFf9LGsLwm2N6v8T2TKAzDMIwKmc5swzAMo0ImURiGYRgVcuSop0aNGmnr1q3tDsMwDCNgJCcnn1TV2LKec2SiaN26NUlJSXaHYRiGETBEJLW850zTk2EYhlEhkygMwzCMCplEYRiGYVTIkX0UhmEYNZGfn8++ffvIycmxOxSPi4qKol27doSHh1f5GJMoDMMwLrJv3z7q169Pp06dcLmc0/BSXFzM8ePH2blzJ+3btycqKqpKxznn/4BhGIaH5OTkEBcX56gkAeByuYiLiyM/P5+5c+dy5syZqh3n5bh+QETiRGRFBc+HichHIrJaRO4ub5thGIa3OS1JlHC5XIgIubm5rFq1qkrH+KzpSUQaYC0QX7uC3X4BJKnq4yKyyF12+b6Lt6nqOV/EbBg1UlQAh76FIylwcjfknQMUouMgpi20HARNeoArxO5IL8n5vEK+3XeK7UezOHjqPLkFRYgITevWol3jaAa1bUirhlGUlFk3fGfhwoVMmDChwn0iIyPJysqq0uv5so+iCGvhlfcr2Gc48Ij7/mqstZLL2vb1xQeKyP3A/QAtW7b0RLyGcWkydsGal2Dbe5B71tpWOxYiG1j39y2DPPf2uvGQcDP0uw/qNrUl3OpQVdbsP80b3x7kqx0nyC+ylthoWq8WtSNCKS5WvtpxnNwCa3vHuGgm92vJTYnNqVMrzM7QA1JhYSGhoWV/TRcWFvLRRx/x8ssv43K5mDRpEnffbTW6LFiwgEGDBtGsWTOPxOGzRKGqWUBlvy5qY63RC1ad+7hytpX1+jOxlpwkMTHRlMQ1fO9sOix5HLbMh5AI6DYOulwPrQZDVMyP9z24ErYugJX/hG//A/3uhWG/h1p1bQm/MlvTz/Knj7az9sBp6keFcdvAVozs0pheLesTFf79V4mqsv/keVbtPcnCDen86aPt/OfrvfxsRHvuHNSK0BBnNul4w89+9jN27tyJiJCZmcnp06dp27YtAK1ateL111/nxhtvZNmyZaxevZpp06Zx/PhxLly4wKxZs8jNzWXIkCGMHj26RnH426inbCASOAtEux+Xtc0w/IcqbHgDPvsDFBfCkIdh0M+gdqPyj6kXDwmTrdvpA/DN376/CrnuX9BxlM/Cr0xeYRH//HIPM77ZR4OocJ68oRs3JbagVljZTWYiQrvYaNrFRnPHoNakHM7k75/v4k8fbWfxxnT+PimBTk3q+PhdBKYZM2Z8d3/ZsmV89tlnPPvs96vbpqenc+edd3LmzBkmTJjA008/zVNPPcXEiRO5+uqrPdbs52+JIhkYAiwAErAWjS9rm2H4h7xseP+nsP19aDMMxr4ADVpX7zVi2sCNL0Hi3fD+z2HuJBj6Gxgxzfb+iyOZF7j/zSS2pmdxS/8W/OGaLtStZhNSrxb1eeveAXy8+SiPvb+VsS+u5JnxPRjfp7mXovasJz7cxvYjVWvLr6quzeryx+u7VWnfX/7yl7zwwgs/2l5UVMSJEyfo168fzzzzDAAXLlxg3759TJ8+nRkzZlC3bl1uueWWGsdrW6IQkSuArqr6YqnNrwOfiMhQoCuwFqvZ6eJthmG/s+kwbzIc3wZXPQmDfgE1GSnTPBHuXwaf/hZW/AOObYVJsyG8amPdPW3joTPc90YyeQVFzLy9L6O6NanR613bsykD2sbw87kbeHj+JnYeO8cfxnQ2nd2VWLZs2Xf3586dy5o1a1BVRo4cyeWXX/6DuRAPP/wwo0aNYu/evaxbt46XXnrJIzH4PFGo6nD3f5cCSy96LlVErsK6gnhMVYuAsrYZhr1O74fXx8KFTJjyLnQY6ZnXDasFY/8NTRPgk9/CGzfArfO/7wj3kdV7T3LvG0k0io5g3n0D6BDnmaaiRtERvHXPAJ74cDszv9nP6fP5PDu+h1/3W1T1l7+3lB6mO2XKlB80Pa1du5bly5ezePFixo8fT0FBAQsWLOD1119n9uzZREREeCQGf2t6QlWPAPMr22YYtjm1D2ZfC4V5cNdH0KyX58/R716o3RgW3gNvjoc73vdZJ/eqvSe5e/Z6WjeszZv39qdxnVoeff3QEBdP3tCNRtER/HPJboqKlX9MSsDlMlcW1TVgwACWLFnCRx99xLFjx5g2bRpbtmyhTp06NGrUiCeeeII//vGPNT6P3yUKw/Br2Rnw1vjvk0ScF39tdh0LIW/AO7fBnElwx2IIi/Te+bBGNt3/RhJtGtVm3n0DaVC76vWAqkNEeGhkB8JChb9+tovI8BCevrG7aYYqpaioqMJJf/n5+YSFhZGZmcm6desYOHAgzz//PLNmzSImJoYzZ86QmprKhAkT6N69e41iMYnCMKoq/zzMvQnOHfd+kijRaQxMeAXenQqLfwoTZ4GXvkwPncrhrtfWUz8qnNlT+3stSZT20+Htyc4t5KVl+2jRIIqfDG/n9XMGikWLFvHCCy9Qv359hg8f/t32kvt5eXnMmTOHBQsWcPz4cYYPH46qMmPGDFq2bElsbCxr164lLS3NJArD8IniIlhwDxxNgclzrI5nX+k2Ds6kwpI/QmxnGP57j5/i7IUC7nptHQVFxbx9/wCa1PNsc1NFfnt1Jw6fucBfP99J+8bRXNW1zKlSQWfSpElMmjSp0v1+97vffXf/2muv/cFzQ4YM8Ugs/tuDZBj+5Ju/w+5PYcxfofM1vj//ZQ9BwhRY9mfYusijL62q/PbdTRw6ncP/7kikfWPfznEQEf42sSc94uvxq7c3svOYZ4eiGjVnEoVhVGb/Mlj2DPS82epktoMIXP8vaDEQPviF1aHuITO/2c8X24/zh2u60L9NTOUHeEGtsBBm3p5I7YhQHnwzmey8QlviMMpmEoVhVCTrKCy8F2I7wXXPea1/oEpCI6w+ipAwWHA3FObX+CXX7j/FXz/fxTU9mnD3Za1rHmMNNKlXixen9OHQ6Rwe/2CbrbEYP2QShWGUp7gY3nsA8nPgpjcgvKLCxz5SLx7Gvmj1lXz1RI1eKiu3gF+/k0KLBpH8ZUJPvxhx1L9NDD8f0Z4FyWl8sOmI3eEYbiZRGEZ5kmfBgeUw+s/WFYW/6HKd1QT27Yuwb2nl+5fjqY+2cywrl+cm9/Kryq6/vLIDfVrWZ9qiLaSdcd5SpJcqNTWV/PyqXUUuXLjQo+c2icIwynLmIHzxGLS7AvrcaXc0PzbqKWjYAT58yKo3VU1Ldx5nflIaDwxrR5+Wvp31XZnQEBfP39ybYlUefW8rqqYY9Llz57jyyit59NFHf7B98eLFXH311YwZM4ZZs2Z9t33BggUcOeK5KzKTKAzjYsXFVnE+V4hVTsMPmmR+JCzSKkCYeQi+frpah57NKeCRhVvoFFeHX43s4KUAa6ZFTBS/vboT3+zOYHFKeuUHOFhRURFTp05l2rRpFBUVMW3aNAoKCgC48cYb+fzzz/n973//3czse++997sy49OnT+ezzz6rcQxmHoVhXGzjG3BwhZUk6vlxhdNWgyHxHljzMnSfUOW5HX/9fCcns/OYdVc/IkL9d3W92we15v1NR3jyw+1c3iGWhtGeqVtUbZ8+Ase2ePY1m/SAMc9Wutu5c+eYOnUqXbt2ZerUqQD87W9/o1u3btxxxx0MHTqUP/3pT14vM26uKAyjtJzT1uJDrS6D3rfbHU3lRj4OdZtZQ2aLCirdfdPhTOauO8Sdg1vTPb6e9+OrgRCX8Oz4nmTnFfLUxzvsDsfnduzYQZ8+fejevTuff/45gwcPZvDgwSxYsIC33nqL1NRUoqKi6NevH8nJyTz66KPflRkfPXo0M2fOZN68eR6JxVxRGEZpXz0BuVlwzd/9s8npYrXqwjV/g7enwPpXYeCD5e5aVKz8v/e30ig6gl9f1dGHQV66Tk3q8OCwdvx76V5u7teCAW0b+j6IKvzy94YuXbqwatUqGjduzOOPP84rr7wCwL33WnN5+vfvz/Lly51ZZtww/FZaMiS/bq1OF9fV7miqrtM10HaENWu7x8RyV9abu+4Qm9PO8vzNvaq9+JCdfjq8PQuT03jiw+18+IshhARRldmZM2fy6aefIiIcP34cgNmzZ1NUVMTDDz9My5Ytg7PMuGHYorgYPvk/iI6z1q0OJCIw+ll4eTAsfcqawX2RszkF/P3zXQxsG8PYhGa+j7EGIsND+MM1XfjFvI3MTzrMLf1b2h2Sz0yfPp0rr7wSl8vFli1WP0lUVBQtW7b8ro6TL8qM+7SPQkReFZHVIjK9nOd/IiLL3LcUEZkhIqEicqjU9h6+jNkIElsXwpENcNUTPlv3waMad4YBD0DybDi6+UdPv/j1HrJyC/jj9d38YmJddV3Xsyn9Wjfg75/v4uyFyvtinOKNN97gl7/8JY0bN6a4uBiAUaNG8fDDD7N8+XIAzpw5w7p162jWrBnPP/88t912G1OnTiUxMZF//etfbN26tcZx+CxRiMh4IERVBwPNRORH4/JU9WVVHe5eBW8FMBPoCcwr2a6qHh5+YAS9glz46klo0hN63GR3NJdu2O8hKga+mAal5h4cPp3D66tTmdinOV2aBmASxCoc+Mfru3E6J58Xl+6xOxyfyM/PZ/fu3SxZsoTi4mKeeuop2rdvT6NGjXjrrbcoLLTqYf3vf//7rsx4+/btmTFjBnPmzGH9+vV8+OGHpKWl1TgWXzY9Def7VeqWYi1tWuZfXETigThVTRaRnwLjROQyIBW4U1VNxTDDc9b/D84eghv+XbM1r+0WWR8u/x189ntrxnb7KwH46+e7cLngN6P8aHb5JegeX48JfZrz+repTL2sDc3qe3cRJ7uFh4fz1FNPAVCvXj1SU1O/uxrs2LEjHTtaAxKcVma8NlAycyYLqKjo/M+Al9331wPDVHUIkAmUWeNZRO4XkSQRScrIyPBMxIbz5ZyGb/4G7UdC2+F2R1NziVOhfktriG9xMZsOZ/LhpiPcN7StT9eY8JZfjewACs8v8f5VRUlTj7/wVJPhpbwvXyaKbKDkJ0B0eecWERcwQlW/dm/arKpH3fd3AmVOJVXVmaqaqKqJsbGxHgzbcLSV/7SGw46sWYE9vxEaASOmwbHNsG0Rf/t8Fw1rh/PAMGesHNe8QRS3DWzFu8mH2Xui+qVLqioqKorjx4/7XbKoqeLiYo4dO/bdzO6q8mXTUzJWc9MaIAHYVc5+Q4G1pR6/KSJPA1uBccCfvRmkEUSyT8C6/0GPSdCkZktF+pUek2DVC+R+8SRrMv7EI9f2IDrCOQMcfzaiHe+sP8RzX+7ipVv7euUc7dq1Y8+ePaSnpwdk539FCgoKOHToEPn5+cTEVG39EV/+61kMrBCRZsAY4GYReUpVLx4BdTXwTanHTwJzAQE+UNUlvgjWCAIr/wVFeYE3HLYyrhD0yv9HrXk3M7X2am4beJ3dEXlUw+gI7h3alue/2sOWtLP0aO75Gebh4eF07dqV5cuXs2HDBsclCxEhJCSEAQMGVG1/X1ZmFJEGwFXAN6p6zFvnSUxM1KSkJG+9vOEE547B8wnQbTyMe7ny/QPMqj0ZRL85irZRudT57WZrsSMHOZdbwGXPLmVg24bMvMN765cXFxeTmppKdrb3mrns4HK5iIuLo1Gj7ydnikiyqpb5P9On16OqeobvRz4Zhn1W/tOqjTTst3ZH4nGqyj++3E3b8Jv5e+6fYdPb0CcA6lZVQ51aYUy9rA3Pf7WHncey6NzEO8N+XS4Xbdq08cprB5IAHgtoGJco6ygkvQa9pkBMW7uj8bhVe0+x4VAmva6cDE0TYMXfoch5I8qnXtaa2uEhvLh0r92hOJ5JFEbwWfMfKC6Aob+xOxKveGnZXhrXiWBSvxZW/8uZg7DFeRfy9aPCuWNwaz7ecpR9Gc5qGvI3JlEYweXCGetqott4iHFek0LK4UxW7zvFvUPbWGtNdLrGWvvgm79DcZHd4XncvUPaEBHq4j9fm6sKbzKJwggu61+B/GwY8iu7I/GKl5ftpV5kGFMGtLI2iMCQh+H0Ptj5sb3BeUHD6AhuHdCK91OOcOiUWV/bW0yiMIJHfg6s+S+0v8r6le0we0+c4/Ntx7lzUKsfzpvoMhYatIZVz/+gBpRT3H95W0JcwsvLzVWFt5hEYQSPlDmQcxKG/NruSLziv8v3UyvMxZ2DW//wiZBQGPRzSE+CQ9/aEps3xdWtxaS+zVmYnE7GuTy7w3EkkyiM4FBUCKtfgOb9rbWmHeZI5gUWb0zn5n4ty15butetENUQVr3g++B84J4hbSgoLubNNal2h+JIJlEYwWHbe5B5yLqacNgsW4BXVhwA4L7LyxnuGx4F/e+H3Z/CiZ0+jMw32sZGc2XnON5ak0pugfM67e1mEoXhfKrW1USjTtBxtN3ReNy53ALmJx3mup5Nia+o9Ha/+yA0Er79t++C86F7h7bh9Pl8Fm6o+foLxg+ZRGE4X+pqq5rqwJ8E9noT5Xg3KY3svELuGVLJ5MHaDaH3bbDpHWvSocMMaBNDj/h6vLriAMXFzuu0t5PzPjWGcbG1L0NkA+g52e5IPK6oWJm9+iD9WjeoWnG8QT+D4kJrmLDDiAj3Dm3D/pPnWbrzhN3hOIpJFIaznUm15g/0vctqp3eYr3Yc59DpHKZeVsXJgzFtoNMYSH7NWgLWYa7p0ZRm9WrxvxX77Q7FUUyiMJxt3UxArPZ5B5q16gDx9SMZ1bWiBSMvMuAByDkF2xZ5LzCbhIW4uOuy1qw9cJqt6WftDscxTKIwnCsvGza8CV1vgHrxdkfjcduOnGXN/tPcObgVoSHV+Ci3GQaxnWHtfx05Ae/m/i2JDAvh9dUH7Q7FMUyiMJxr0zzIO2t1YjvQa6sOEhUewuTEltU7UMQaKnt0Exxe553gbFS3Vhjj+sTzwaYjnDmfb3c4jmASheFMxcXWL+b4vtC8n93ReNzJ7Dw+SDnChD7NqRd1CYsS9ZwMEfWs/0cOdMegVuQVFjM/6bDdoTiCTxOFiLwqIqtF5OLlT0ueDxWRQyKyzH3r4d7+hIisF5EXfRmvEcD2fw2n9sKABx05wW5+0mHyi4q5c3CrS3uBiGhrMaMdH0DWEc8G5wc6N6lL/zYxvLU2lSIzVLbGfJYoRGQ8EKKqg4FmItKhjN16AvNUdbj7tkVEEoEhQH8gTURG+ipmI4AlzYKoRlb/hMMUFytz1x5iYNsY2jeuc+kv1O9eq/R40izPBedH7hjUisOnL7B8txkqW1O+vKIYzvfLoC7F+vK/2EBgnIisFJE5IhIKXA4sVGtx7yXA0LJeXETuF5EkEUnKyMjwfPRG4Mg6Ars+tSaXhZZR9yjALd+TQdqZC9w28BKvJkrEtIGOV0PybCh0Xlv+1d2a0LhOBK+vNvWfasqXiaI2kO6+nwWUNZ5vPTBMVYcAmcA1VTwOVZ2pqomqmhgbG+vJuI1As+EN0CJr7oQDzVmTSqPoCEZ1bVLzF0u8B85nwC7nrVURFuJiyoCWLN+dwcGT5+0OJ6D5MlFkAyWFaKLLOfdmVS2pLbAT6FDF4wzDUlQIya9DuysduYJdeuYFlu48weR+zQkP9cBHof2VUK+FteqfA03p35JQl5iqsjXkyy/dZL5vbkoADpaxz5sikiAiIcA4YFMVjzMMy57P4dwRSLzb7ki84u11h1Dg5n7VHBJbHlcI9LkTDiyHU/s885p+pHHdWlzdvQkLN6SZqrI14MtEsRi4XUSeA24CtonIUxft8yTwJpACfKuqS4CVQG8ReR54BJjns4iNwJM0C+o0dWSV2IKiYt5ef5gRnRrTIsaD5Uh63wYSYvVVONCU/i3JzCng823H7A4lYPksUahqFlaH9hpghKpuUtXpF+2zVVV7qmoPVZ3m3lYMjARWAGNU9YCvYjYCzOkDsPcr6xdySGjl+weYL7cfJ+NcHrcO8NDVRIm6Ta36TylzoNB5K8QNatuQVg2jmLv2kN2hBCyftver6hlVna+q1UrtqnpBVReoqqn0ZZRvw+sgLuhzh92ReMWctanE149keKfGnn/xvlOt+k87P/L8a9vM5RIm92vB2gOn2Z+RbXc4Acl0DBvOUJhv1XXqNMaRdZ32Z2Szau8pbunfghCXFyYQtrsC6rd0bKf2xL7NCXUJ76w3M7UvhUkUhjPs/BByTkLiVLsj8Yp56w4R6hJu6tfCOydwuawmu4Mr4ORe75zDRo3r1GJklzgWJKeRX1hsdzgBxyQKwxmSX7d+Ebe9wu5IPC6/sJhFG9K5sktjGtep5b0T9b4dXKHWWhUOdHP/Fpw6n8+X24/bHUrAMYnCCHxnUq3hnb1vd+RSp0t3nuDU+Xwme+tqokSdOOh0DaTMdeSiRkM7xBJfP5K315tO7epy3qfKCD4pcwCBhFvsjsQr5icdJq5uBJd38EHFgb53wYXTjuzUDnF3aq/Yc5JDp3LsDiegmERhBLbiItg4x90Z6+Vf3DY4djaXZbtOWJ2x1Vmc6FK1HW7N1E6Z4/1z2WBSYnNcAu8kmauK6jCJwghs+5dBVpo1acyBFm5Io1hhUl8fJUFXiHVltu9rOJvmm3P6UNN6kYzo1Jj5SWkUFJlO7aoyicIIbBvfhMgG0PlauyPxOFVlftJhBrSJoXWj2r47ca8pgForBDrQzf1bknEuj+W7TJXpqjKJwghcOadh58fWam0OLCe+9sBpUk/leL8T+2IxbaD1UKtJz4Frag/vFEuj6HAWJDvvislbTKIwAtfm+VCU79hmp/nrD1MnIpQx3Zv6/uS9boUzByB1te/P7WVhIS5u7BXPVzuPc9qsqV0lJlEYgUnVanZq2gua9LA7Go/Lyi3gk61Hub5XMyLDQ3wfQNexEF7HsZ3aE/o2p6BIeT8lvfKdDZMojAB1NAWOb3Xs1cSHm46QW1DM5ESbRnKF14ZuN8K2xZDnvPpIXZrWpXt8XdP8VEUmURiBaeNbEFoLekyyOxKvmJ+URucmdejZvJ59QfS+HQrOw/bF9sXgRZP6tmDbkSy2H8myOxS/ZxKFEXgKcmHLu9Dleoisb3c0Hrf3RDabDmcysW9zRLxQALCqWvSHhh2spOxAYxOaERYi5qqiCkyiMALP7s8g96xjZ2K/tzENl8DYXs3sDUTEGip76FtHrn7XoHY4I7vEsTgl3RQKrIRJFEbg2fwORDexZhE7THGxsnjjEYZ2iPVuAcCqSrjFWuPDoZ3aE/s25/T5fJbtOmF3KH7Np4lCRF4VkdUiMr2c5+uJyKci8qWIvCci4SISKiKHRGSZ++a8IS5G1Z0/BXu+gB4TrVnEDrPu4GnSMy8wvo+frKlRtym0Hwkp86xyKQ4zrGMsjaIjTPNTJXyWKERkPBCiqoOBZiLSoYzdbgWeU9WrgGPAaKAnME9Vh7tvW3wVs+GHti2C4kJIuNnuSLzivQ3p1A4PYVTXJnaH8r1et8K5I1ZZD4cJDXExvk88S3ee4GS285aB9RRfXlEMB+a77y8Fhly8g6q+pKpfuh/GAieAgcA4EVkpInNEpMzFkEXkfhFJEpGkjAwzNd+xNr0Njbs5cu5EbkERn2w5yujuTe2ZO1GeTmOsMimb5todiVdM6NOcwmLl/ZQjdofit3yZKGoDJbNbsoC48nYUkUFAA1VdA6wHhqnqECATuKasY1R1pqomqmpibKwPyjEbvndyL6QnQcJkuyPxii+3H+dcXqH/NDuVCI2AbuOtcim5zhtK2sk9DNk0P5XPl4kiG4h0348u79wiEgP8G7jbvWmzqh51398JlNVkZQSDze8A4ti5E+9tTKdpvVoMbNvQ7lB+LOEWKMyFHR/YHYlXTOzbnB1Hs9iaftbuUPySLxNFMt83NyUABy/eQUTCsZqn/qCqqe7Nb4pIgoiEAOOATT6I1fA3qlaiaDsM6to8bNQLTmbnsXx3Bjf0iifEZePcifI0T4SYdlbTnwONTWhGeIiLRRtMSY+y+DJRLAZuF5HngJuAbSLy1EX73AP0Baa5RzhNBp4E3gRSgG9VdYnvQjb8xqE1kJkKPZ3Zif3hpiMUFav/NTuVELGq9B5cAZmH7Y7G4+pHhTOicywfbDpCoVmn4kd8lihUNQurQ3sNMEJVN6nq9Iv2eVlVG5Qa4fSOqm5V1Z6q2kNVp/kqXsPPbH4bwqKs2dgO9N7GdLo1q0vHuDp2h1K+njdZ/90yv+L9AtS43s05mZ3Hir0n7Q7F7/h0HoWqnlHV+ap6zJfnNQJcQS5sfc9KEhHRdkfjcXtPZLM57Szjevvp1USJmDbQchBseseR61SM6BxLvcgwFm80zU8XMzOzDf+3+zPIO2s1fTiQ35TsqIqek+HkLqt6r8NEhIZwbc+mfL7tGNl5hXaH41dMojD8nynZ4T+63Qgh4Y7t1B7fO57cgmI+22oaPUozicLwbw4v2bH2gJ+V7KhMZAPoOBq2LICiAruj8bi+rRrQMiaK9zaaORWlmURh+Denl+zYmOZ/JTsqk3AL5JyEfUvtjsTjRIQbe8ezet8pjp3NtTscv2ESheHfHF6y49MtxxjTw89KdlSm/UiIjIFN8+yOxCvG9Y5HFbNMaikmURj+K1hKdvj7aKeLhYZD9wmw8xNrXRCHadOoNr1a1Oc9M/rpOyZRGP7LlOzwXwm3QFEebH/f7ki8YnyfeHYeO2eWSXUzicLwT0FUssPljyU7KhPfBxq2t+ZUONB1PZsR6hIWm+YnwCQKw185vGTHByl+XrKjMiLW3yZ1JZxJrXz/ABNTO5zhnRrzfko6RcXOm1xYXSZRGP7JlOzwf44v6RHP8aw8Vu8zJT1MojD8T0EubHNyyY5zbEkPgJIdlWnQClpd5tiSHld2aUydWqG8ZyrKmkRh+KHdn1mjaRxasmPRhvTAKdlRmZ6T4dQeOLLB7kg8rlZYCNf2aMpn246Rkx/cJT1MojD8j8NLdryfcoTLOwZIyY7KdLsRQiIcW9JjXO94cvKL+GLbcbtDsVWVEoWIXC0iI0RkmIhc7v7vCBG52tsBGkEmSEp2BHyzU4la9aw1tbcudGRJj36tY4ivH8miIJ9TUdUripeAwcD/sFapGwK8grXIkGF4ThCU7IiOCA2skh2VSbgZck7B3q/sjsTjXC7hxt7NWLkngxNZwVvSo8JEISLXicho4ByQhLXudZL7lqGqf/Z+iEZQcXDJjgv5RXyy5RijuzcJrJIdlWk/EqIaWiPVHGhc7+YUK3yw6YjdodimsiuKHkB3oDbQDYhyP+4OhFf3ZCLyqoisFpHp1dmnKscFi2Inj+l2esmOHcfJDsSSHZUJCXN0SY/2jaPp2bxeUJf0qDBRqOozqvp3oBA45f7vSfctUkTuEJGwqpxIRMYDIao6GGgmIh2qsk9VjgsW89cfZshflpJbUGR3KN7h9JIdG9ICt2RHZXre7OiSHuN6x7PtSBa7j5+zOxRbVNpHISJ9gKeBfOAFIBKIBf4IVOcbazhQMjNnKVY/R1X2qcpxiMj9IpIkIkkZGRnVCCtwNKsfyZGzuXy144TdoXiew0t2ZJzL45s9JwO3ZEdl4vtATDvHlvS4PqEZV3WNC9pZ2lXpzP4t8ClwGrgGq7+iJ3AMOKaqVR3qUBsouXbLAuKquE9VjkNVZ6pqoqomxsbGVjGkwDKoXUPi6kY4c1EVh5fs+HBTgJfsqIyI1amduhIyD9kdjcc1io7gf3ck0qVpXbtDsUW5iUJEwkRkNdAVKzEMB5oBHYCBwBXAldU4VzbW1QhAdDnnLmufqhwXFEJcwo294lm2K4NT2Xl2h+NZQVCyo3t8gJfsqExJSY/NzizpEczK/dJ1XymMAo4CU4DmwHZVfQJIV9XHVfXRapwrme+bjRKAg1XcpyrHBY1xfeIpLFY+dNIIDIeX7NhzvKRkR3O7Q/GuBq2h5SCrCdGBJT2CWWWd2dnALFW9D9gGlCxpNfMSzrUYuF1EngNuAraJyFOV7PNxOduCVucmdenStK6zRmA4vWTHxnRCXMLYBOf1vfxIz8lwcjcc2Wh3JIYHVdqMo6ol15HhwB9FZAZQ7UZIVc3Car5aA4xQ1U2qOr2Sfc6Wta2653aa8b3j2ZR2ln0Z2XaH4hlOL9mxMZ2hHRoRWyfC7nC8r9uNEBJump8cpsrt/ar6pHuI6lzgDRHZIyJ3VedkqnpGVeer6rHq7FOV44LJDb2a4RKcUdXS4SU71hw4xZGzuc4p2VGZyAbQcTRsXQBFwV1Iz0mqnChEZLKILAYeA/6C1aH9Ey/FZVSgcd1aDOkQy3sb0wN/Ap7TS3ZsSHdeyY7KJNwM5zNg31K7IzE8pDojiLoAD6vqle6hqKeAqV6Ky6jE+N7xpGdeYP3B03aHUjMOL9nx6VYHluyoTPurIDLGsSU9glF1mp4eV9X9F23b7vmQjKoY1S2OqPAQFgVy85Mp2eFMoeHQfTzs/Bhys+yOxvCAoJ2TEOiiwkMZ3b0Jn2w5GrglPUzJDufqeTMU5sKOD+yOxPAAkygC2PjezTmXV8iSHQG4qEpxsaNLdpw4l+vskh2VaZ4IMW0du6BRsDGJIoB9V9IjEJufDrtLdiRMsTsSr/ggxSrZMcGpJTsqI2LNqTi4Es46sORMkDGJIoCVlPRYvjsAS3psmgdhtaHLdXZH4hWLNqTTs3k9Oji5ZEdlet4EqJlT4QAmUQS48X2aB15Jj4ILsG0xdL0BwmvbHY3H7TiaxfajWcHXiX2xmLbQYoAp6eEAJlEEuE5N6tA10Ep67PoE8rKcO3diYzqhLuH6YCjZUZmekyFjJxzdZHckRg2YROEA4/tYJT32ngiQkh6b3oa6zaH1ULsj8bjComLe25jO8E6NaRgdBCU7KtNtnCnp4QAmUTjA2AR3SY9AWKfi3HHY+5XVfu1y3j+/VftOkXEuL3g7sS8WFQMdRsGWd01JjwDmvE9qECop6bF44xH/L+mx5V3QIuc2O21Io26tUK7o0tjuUPxHws1w/gTsX2Z3JMYlMonCIUpKeqzz95Iem96GZn0gtpPdkXhcdl4hn207xvUJzYgIDaKSHZXpMApq1TclPQKYSRQOUVLSw6/nVBzbAse3QMItdkfiFZ9uOUpuQTHj+zh8gaLqCo2wSnrs+AjyztkdjXEJTKJwiIAo6bHpbXCFQvcJdkfiFYs2pNO6YRR9Wta3OxT/03MyFF6AHR/aHYlxCXyWKETkVRFZLSLTK9innoh8KiJfish7IhIuIqEickhElrlvzisz6iET+lglPb7c7oclPYoKrf6JDldDbefVPko7k8O3+08xvk9zRIKwZEdlWgywlko1JT0Ckk8ShYiMB0LcCx81E5EO5ex6K/Ccql4FHANGAz2Beao63H3b4ouYA9HAtg1pUreWf86p2L8Mso87thP7/RRrwmPQLFBUXSUlPQ58A2f98N+nUSFfXVEMB0oGUi8FhpS1k6q+pKpfuh/GAiewFkgaJyIrRWSOiIR6O9hAFeISbujdjOW7MzjpbyU9Ns2zOjQ7Xm13JB6nqizckEb/NjG0iImyOxz/1XMyoNaVpRFQvJIoRGRGqaaiZcAvgJKfEVlAXCXHDwIaqOoaYD0wTFWHAJnANeUcc7+IJIlIUkZGhofeSeAZ37s5Rf5W0iM3C3Z+ZPVNhDpvEtqmtLPszzhvSnZUpmE7aN7Pan4yJT0CilcShao+UKqpaDjwAhDpfjq6ovOKSAzwb+Bu96bNqnrUfX8nUGazlXvVvURVTYyNjfXE2whInZrUoVuzuixI9qPJd9vft9YmcOhop0Ub0ggPdXFNz6Z2h+L/Em6BjB1wZKPdkRjV4Kump2S+b25KAA6WtZOIhGM1Uf1BVVPdm98UkQQRCQHGAaZoTCUm9W3OtiNZbD/iJ6uLbXobGra31ihwmLzCIj7YdIRRXeOoWyvM7nD8X/cJEFoLNr5ldyRGNfgqUSwGbheR54CbgI9FpKuIPHXRfvcAfYFp7marycCTwJtACvCtqi7xUcwB64Ze8YSHuHg3+bDdocDp/ZC60urEduBooCXbT5CZU8CkxBZ2hxIYIutDl7GwdYFVRdgICD5JFKqahdWhvQYYoapnVXW7qk6/aL+XVbVBqWard1R1q6r2VNUeqjrNF/EGuga1w7mqWxyLN6aTV2jznIqUuYA4doGi+UmHaVqvFkPaN7I7lMDR+zbIPWutqW0EBJ/No1DVM6o6X1WP+eqcweymxBacySngqx0n7AuiuMhKFO2vhHrO6+g9evYCK/ZkMLFvc0KCcbnTS9V6KNRvaZqfAoiZme1QQ9o3omm9WsxPsrH5af/XkJVu/YJ0oEUb0ilWmNjXlOyoFpcLet1qza3JPGR3NEYVmEThUCEuYUKf5nyzO4OjZ21qC974FkTGQKcyRzQHNFVlftJhBraNoVVD563S53W93E2RKfPsjcOoEpMoHGxi3+YUq/XL1+dyTltt0D0nO3LuxLoDp0k9lcNNphP70tRvCW0uh5Q5UFxsdzRGJUyicLDWjWozoE0M7yYdRn09wWnLu1CUD71v9e15fWR+UhrREaGM6W7mTlyy3rdDZqo1Ks7wayZRONxNiS04eCqH9QfP+PbEG9+Epr2gifNqOGbnFfLJlqNcn9CUyHCz7sQl63IdRNSDjXPsjsSohEkUDjemRxOiI0J926l9dJO19oRDO7E/3nyECwVFZu5ETYVFQo8J1sz93LN2R2NUwCQKh4sKD+X6hKZ8vPko2Xk+WrN441sQEgE9JvrmfD42PymN9o2j6d2ivt2hBL7et1nrVGxdZHckRgVMoggCkxJbcKGgiI83+6BQYEEubJ4PXa6HyAbeP5+P7T2RTXLqGW5KNOtOeESzPtC4q9WpbfgtkyiCQO8W9WnfOJp31vug+WnnR5Cb6dhO7LfXHSLUJYzrbeZOeISINacibT2c2GF3NEY5TKIIAiLCTYnN2XAok93HvbxmcdJr1kpmbYZ79zw2yC0oYsGGNK7u1oTYOs4b8mubhFsgJNz6t2P4JZMogsTEvi0ID3Exd60XZ8Jm7LaGOva9y5p96zCfbj1KZk4BUwa0tDsUZ6ndELreYFUZzs+xOxqjDM77NBtliqkdzjU9mrBwQxo5+V7q1E5+DVxh0MuZo53mrj1E64ZRDGrrvDW/bZd4N+SdhW2mU9sfmUQRRG4d2IpzuYV8tOlo5TtXV8EFq0Oyy/UQ7byFo3YfP8f6g2eYMqAlLlMA0PNaDoJGnSBplt2RGGUwiSKIJLZqQMe4aOasTa185+rattgaC594d6W7BqK5aw8RHuJiYl8zd8IrRKx/O+nJ1jwcw6+YRBFERIQp/VuyKe0sW9I8PMEpaRY07ACth1S+b4DJLShi0YY0RndvQkztcLvDca6Eydbqd6ZT2++YRBFkxvVpTq0wF3PXefCq4thWSFsHiVMduYrdR5uPkpVbaDqxvS2ygbVU6pZ3Ic/Lo/OMavFZohCRV0VktYhMr2CfUBE55F4GdZmI9HBvf0JE1ovIi76K16nqRYYxNqEZ76cc4VxugWdeNPk1ayZ2wi2eeT0/M2dtKu1irQKLhpf1nQr52VayMPyGTxKFiIwHQlR1MNBMRDqUs2tPYF6ppVC3iEgiMAToD6SJyEhfxOxktw5oRU5+EYtTPDBTOy8bNr0D3cZBlPO+SHcczWLjoUxu6d/SzMT2heaJENfDan7ydcVjo1y+uqIYDsx331+K9cVfloHAOBFZKSJzRCQUuBxYqFad7CXA0LIOFJH7RSRJRJIyMjI8G73D9Gxej+7xdZmzJrXm5ce3LoT8c1azkwPNWZtKeKjLrGLnKyKQeBcc2wzpG+yOxnDzSqIQkRmlmo+WAb8ASlbPyQLiyjl0PTBMVYcAmcA1QO2qHKuqM1U1UVUTY2OdNzzTk0SEWwe0Yuexc2w4VIPy46qw/hWrVk+LAZ4L0E9k5RawaEM61/dsRv0o04ntMz1ugvBoWP8/uyMx3LySKFT1gVLNR8OBF4BI99PRFZx3s6qWDPLfCXQAsqt4rFENYxOaUadWKLNX16BT+9Aa65df//sd2Yn9blIaOflFTL2std2hBJdada3+rq0LIfuE3dEY+O5LN5nvm5sSgIPl7PemiCSISAgwDthUjWONaqgdEcrkxBZ8uuUox87mXtqLrH0ZatW3ljt1mKJi5fXVB+nXugHd4+vZHU7wGfCAtUJi8my7IzHwXaJYDNwuIs8BNwEfi0hXEXnqov2eBN4EUoBvVXUJsBLoLSLPA48AZjV2D7lzcGuKVXlzzcHqH5x5GHZ8BH3vhPAoj8dmt693nuDQ6RzuGtzG7lCCU6MO0H6k1bRZmG93NEHPJ4lCVbOwOrTXACNU9ayqblfV6Rftt1VVe6pqD1Wd5t5WDIwEVgBjVPWAL2IOBi1iohjZJY65aw+RW1BUvYOTXgUU+t3rldjsNnv1QZrUrcWobuV1pxleN+BByD5urYBn2Mpn7f2qekZV56vqsUs49oKqLlDV/d6ILZhNvawNZ3IKeD8lvfKdS+TnWE0Cna+D+s6bhLbn+DlW7j3J7YNaERZiusRs0+5KaNjeauI0bGU+BUFuYNsYOjepw2urDlZ9qOyWd+HCGesXnwPNXn2Q8FAXN/czdZ1s5XJB/wes+k9pSXZHE9RMoghyIsLdl7Vh57FzrNl/uvIDVGHtf61JUa0Gez9AHzubYw2JvSGhGQ2jzeJEtut1C0TUhTXmqsJOJlEYjO3VjAZRYcxaVYXun/3L4MR2GPigI4fEvrU2lQsFRUy9zHRi+4WIOtD7Nti+GM6m2R1N0DKJwqBWWAi3D2zFkh3H2ZeRXfHOq/4F0U2gxySfxOZLuQVFvLbqIJd3jKVrs7p2h2OUGPCgdSVrripsYxKFAcAdg1sTHuJi5vIKxgscSbGuKAb+BEKd1yyzaEM6J7PzePDytnaHYpTWoJVVVTZ5ttU3ZvicSRQGAI2iI5jcrwWLNqaVPwFv1fNWe7ED6zoVFSv/W7GfHvH1GNTOLHXqdy57yKoqu/4VuyMJSiZRGN+5b2hbipWy+ypO77faiROnQi3nzVT+cvsxDpw8zwPD2poqsf6oSXdrAt7aGdayu4ZPmURhfKdFTBTX9mjKnDWpnM25aK2K1S+CKxQG/MSe4LxIVXl5+X5axkQxulsTu8MxynPZr+B8BqTMtTuSoGMShfEDDwxry/n8It4qva52dgakzLFqOtVtal9wXrLuwGk2Hc7kvqFtCDUT7PxX6yEQ3xdW/xuKq1lJwKgR86kwfqBbs3oM6xjLa6sOfF/WY90MKMyz2okd6KVl+4ipHc7EvmaCnV8Tsa4qzhwwZT18zCQK40ceHNaOk9n5vLP+sDXKZO0M6HK9VajNYVIOZ7J8dwb3Dm1DZHiI3eEYlel8LTTqCN/8DYqL7Y4maJhEYfzIwLYx9G8dw0vL9lK46j+QlwXDfm93WF7x/JLdNIgK445Bre0OxagKV4j1b/HEdmtwheETJlEYPyIi/OqqDlzIOkXxmpehy1hr1InDpBzO5OtdGdw7tC3REaF2h2NUVbdxENsFlj1r+ip8xCQKo0yD2zXisUbLCC/MJu+y39odjle88NUe6keFcefg1naHYlSHKwSG/x5O7oKti+yOJiiYRGGU7cIZbsz7gE+K+vPWwTp2R+Nxmw5nsnTnCe4zVxOBqcsN0LgbLH8WigrtjsbxTKIwyrbyX4QWnGd5k6m8vGwf5/Oc82FUVf7y2U4a1g43VxOByuWCEX+AU3utsveGV/ksUYjIqyKyWkSmV7DPT0RkmfuWIiIzRCRURA6V2t7DVzEHrbNpVinxnpO56boxnMzO45UVzllYcMWek6zed4qfX9HeXE0Ess7XQZOe1lWFWS7Vq3ySKERkPBCiqoOBZiJS5jhLVX1ZVYer6nCspU9nAj2BeSXbVXWLL2IOasueAS2GEY/St1UDRndrwsxv9pFxLs/uyGqsuFh59tOdtIiJZMoA563OF1RE4IrpcOYgJL9mdzSO5qsriuHAfPf9pcCQinYWkXggTlWTgYHAOBFZKSJzRKTMn4Aicr+IJIlIUkZGhgdDDzIndlglEvrfb1XtBH43uhO5hcW88NUem4OruQ83H2H70Sz+b1QnIkLNvImA12EUtLncGgF1IdPuaBzLK4nC3WRU0lS0DPgFULIocxZQ2Yr1PwNKis+vB4ap6hAgE7imrANUdaaqJqpqYmxsbE3fQvBa8jiE14Ghv/luU9vYaG7p34J56w6xv7L1KvxYbkERf/9iF12b1uX6ns3sDsfwBBEY9bQ1MXTFP+yOxrG8kihU9YFSTUXDgReASPfT0RWdV0RcwAhV/dq9abOqHnXf3wk4b3qwv9i7BHZ/BkN/DVExP3jqoSs7EhHq4s+f7LQpuJp7ZcV+Dp++wLRru+BymQqxjtG0JyTcYvWrnTlodzSO5Kump2S+b25KAA5WsO9QYG2px2+KSIKIhADjgE1eiTDYFebDp7+HmHYw8Kc/ejq2TgQ/v6IDS3Yc5+udJ2wIsGaOZF7gP1/vY0z3JlzWvpHd4RiedsV0kBD48jG7I3EkXyWKxcDtIvIccBPwsYh0FZGnytj3auCbUo+fBN4EUoBvVXWJl2MNTmtesoYajvlLuavX3TOkDW1ja/PEh9vIKwysGbF//mQHxao8ek0Xu0MxvKFevNVcuv1968rY8CifJApVzcLq0F6D1ax0VlW3q+qPhsqq6qOquqjU462q2lNVe6jqNF/EG3SyjlhF1jqOgQ5XlbtbeKiLx6/vxsFTOQE1XPbbfaf4aPNRfjK8HS1iouwOx/CWy34JDdvDx/8HBeWs0mhcEp/No1DVM6o6X1WP+eqcRhV99gcoyofRf65018s7xjK6WxP+vXQPh0/n+CC4msktKGLae1uIrx/JA5e3szscw5tCI+Daf1hlyFf+0+5oHMXMzA5229+3qnAO+z3EtK3SIf/v+q6EiPDIos2oqnfjq6EXvtrD/pPneWZ8D1NGPBi0HQ7dJ8LK5+Bk4A/n9hcmUQSznNPw8W+s2a3VWJQovn4kj17bhVV7TzFv3WEvBlgzW9PPMuOb/Uzq25zLO5oh00Hj6qchLAree9DUgfIQkyiC2WePWOPPb3wJQsKqdeiU/i0Z3K4hT3+8nbQz/tcEVVBUzO8WbCamdjjTr+1qdziGL9VpYjVBpSfBqn/ZHY0jmEQRrLYths3vwJCHoUn1y2eJCH+Z0BMFfrdgM0XF/tUE9Y8vdrP9aBZP3didelHVS4KGA/SYaK1bsexZOGaq/tSUSRTB6PQB+OAXEJ8Il1/6WhMtYqJ47LqurN53ipe+3uvBAGvmm90Z/Hf5PqYMaMnV3ZrYHY5hl2v+AZENYNH9kO9/V72BxCSKYFOYDwvuBgQmzoLQ8Bq93OR+LbihVzP+uWQ33+475ZkYa+DEuVwenp9Cp7g6PHadaXIKarUbwriXrfplH/0a/HzghT8ziSLYfPkYHNkAN7z4XdG/mhAR/jyuB60b1eaXb2+0tcJsQVExD81LITuvkBen9KZWmBnlFPTaj4Thf4DNb0PSq3ZHE7BMoggmSbNg7csw4CfQdazHXrZ2RCj/mdKHrAsF3P9mErkFvp+1rar8v8Vb+Xb/Kf48rgcd4py3Kp9xiS7/rVVl9tNH4PA6u6MJSCZRBIu9S6wZqx1GwaiyKqfUTJemdXn+5l6kHM7kV2+n+Lxz+38r9vP2+sP8fER7xvdp7tNzG37O5YJxM6Bec5g7GTJ22x1RwDGJIhgc2wLz74LGXa1+iRDvrOo2untTpl/blc+2HePpj3f4bDLex5uP8synO7m2R1MevqqjT85pBJioGLh9EbhC4K3xcDa98mOM75hE4XTHtsLrY6FWXZjyDkR4t0nmniFtuGtwa2atOsA/vtjt9WTx+bZjPPT2Rvq2bMA/bkow5cON8sW0hdsWWgscvTUBss0CZ1VlEoWTpW+AN8ZCaC2480OrwqYPPHZdV27p34IXv97Ls5/upNhLzVDvp6Tz87kb6NG8Hq9N7Wc6r43KNU2Am+dY61a8NsZcWVSRSRROtetTmH0thNeGuz6Chr4riOdyCU/f2IPbB7Zixjf7eeidFI92cKsq/12+j4feTqF3ywbMntqfOrXMpDqjitoOs5qhso/Dq1fBkRS7I/J7JlE4TVEhfPUkzLsFGnWEe5b4NEmUcLmEJ2/oxiNjOvPhpiNM/O9qjyyjei63gJ/O2cCz7j6JN+7uT71IkySMamo1GO76GBCYdTVsnGPmWVRA/L3656VITEzUpKQku8PwvaObrIlF6cnQ5w4Y/RcIt3/9hS+3H+e3CzaRX1jMb0Z14o5BrQgLqf5vlCXbj/PY+1s5fi6P313difsvb4uI6ZMwaiA7AxZMhYMroNM1cM3frNFRQUhEklU1scznfJUoRCQOWKCqQyvYJwx4D4gBXlHVWWVtq+xcQZcoMnZZ9fc3vwNRjWDMs9B9gt1R/cDRsxf4/cItfLM7g/aNo/nZiHZc17NZpQlDVVl74DQvLt3Lyr0n6RRXh2cm9KBPywY+itxwvOIiWPOydSUuAgMegP4P+KxPz1/YnihEpAEwD2isqn0q2O9hoK6qPi4ii4A7gfsu3qaq5yo6n2MThSoUXLAqvp7eb1XH3PGR9d+wKEi825pcFFnf7kjLpKp8vu04//hiF3tOZNMoOoJR3eK4rF0jOjetQ8Pa4YSFuDh9Pp+9GdkkHTzNJ1uOceDkeRpFR/DgsLbcMag14aGmxdTwgsxDsPRp6weXuKDdFdaKj836QIPW1sjBkHArmTiQPySKuoAA76vq8Ar2+wB4RFW3i8j/AcnAry/epqpfV3Q+xyaK1f+GLy5aPbZJT+g+HnrfYdW2CQDFxcqy3SdYmJzO17tOkJNfdke3S6B/mxjG9Y5nbEK8WXjI8I3TByB5Nuz4wPpBVtpti6D9lbaE5W0VJQqvzLwSkRlAp1Kblqrqk1VoT64NlIxXywLiytlW1jnvB+4HaNmy5aUF7u9aDYaRj1sVMevGQ7PeULuR3VFVm8slXNE5jis6x5FXWMSe49nsPHaOsxcKKCwqpkHtcFo0iCKhRT2iwr0zOdAwyhXTBq56wrqdOWgVFTyTCvnZ1prcQcgrn0JVfeASD80GIoGzQLT7cVnbyjrnTGAmWFcUl3h+/xbf17o5SERoCN3j69E9vp7doRjGjzVobd2CnL819iYDQ9z3E4CD5WwzDMMwfMS263oRuQLoqqovltr8OvCJiAwFugJrsZqdLt5mGIZh+IhPryhKd2Sr6tKLkgSqmgpcBawCRqpqUVnbfBiyYRhG0PO7nkJVPQLMr2ybYRiG4Rv+1kdhGIZh+BmTKAzDMIwKmURhGIZhVMgkCsMwDKNCjqweKyIZQKrdcXhJI+Ck3UF4kXl/gc28v8DVSlVjy3rCkYnCyUQkqbx6LE5g3l9gM+/PmUzTk2EYhlEhkygMwzCMCplEEXhm2h2Al5n3F9jM+3Mg00dhGIZhVMhcURiGYRgVMonCMAzDqJBJFIZhGEaFTKIIQCLSTkQyROSgiKSIyGkR2edem9xxROS/IjJMRL4Wke0isk1EHrI7ruoQkdEisktE9orII3bH401O+HuVCLbPWnlMoghAqroPWAncrqq9gM3AjaqaZWtg3jMQ2Av8RlW7uh//TES62htW1YhICPAfYAzW4lu3BErslyig/16lBeFnrUx+tx6FYRGRJUCTMp6apqrvA92Are5tXYBdvorN00SkHbAGOA9kAi2BM0BvIB7YrarpWKsdoqrnRGSH+7ntdsRcTf2Bvaq6H0BE3gZuIDBi/5Eg+HtdzDGftUtlEoWfUtWR5T0nIpFALVU9IyItgJOqmu+76DxLVfeJyErgOVVdISLLgF+oapaI3At8Vnp/EWmN9aUUKMvixgOHSz1OAwbYFEuNBcHf6ztO+6xdKpMoAlNXYIf7fpdS9/1WDa6QrgamlnqdaGAh8Ktgu/z3M8Hy9wq4z5o3mEQRmEp/SC8AfUSks6rutDGmCl3KFZKIRAH13UvhIiJhWF86c1R1kU8C94x0oEWpx83d2wJSEPy9Sgu4z5o3mEQRgFT1jVL3VwBtbQzHE8r71TYC+BpARAR4Fdihqs/5PMKaWQ90EJE2WAniZmCKvSHViNP/Xt9x4GftkphRT4Y/KPNXG9YooZL27suA24Er3MMUU0TkGt+HWn2qWgj8HPgc60t1vqpuszeqGnH038v4MVPryfBbIrIBGKCqBXbHYlTO/L2cyyQKwzAMo0Km6ckwDMOokEkUhmEYRoVMojAMwzAqZBKFYRiGUSGTKAzDR0Qk3O4YDONSmERhGD7gLmWx/KJtj4rIWJtCMowqM4nCMLxMRCZjlbKIFpF3RCTR/VSB+2YYfs3MozAMHxCRV4B5WOsZjAamAWFYpbrrAD9V1U/ti9AwymdqPRmGh4nIEOAhYDKwCvgdUAu4Cis5FAHPAo2wSmEkAkFXutoIHCZRGIaHqepKEbkHeBFYjPU5KwZGYhXU+xj4JT+8olhlS7CGUQWm6ckwvMDdD/EtEKuqme5tj2MtERoN5PLDK4qVqrrMjlgNozLmisIwvGM68Azw/0QkGbgfax2KNVj9FLkX7S++Dc8wqs4kCsPwMBGZCBxR1cdE5DOshXuGi8iTwFIgDngCK1nkA7FYVx+G4ZdM05Nh+IiIPAt8hbUkbIiqznZvnw4km1FPhr8yicIwfExEIgBUNc/uWAyjKkyiMAzDMCpkZmYbhmEYFTKJwjAMw6iQSRSGYRhGhUyiMAzDMCpkEoVhGIZRof8P660s49sZ3lwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n",
    "y1, y2 = np.sin(x), np.cos(x)\n",
    "lines = plt.plot(x, y1, x, y2)\n",
    "# 设置 x 轴和 y 轴的标签\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "# 设置 x 轴的刻度范围和刻度标签\n",
    "plt.xlim(x.min() * 1.5, x.max()  * 1.5)\n",
    "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi], [r'$-\\pi$', r'$-\\pi/2$',\n",
    "                                                   r'$0$', r'$\\pi/2$', r'$\\pi$'])\n",
    "# 添加标题\n",
    "plt.title(\"正弦曲线和余弦曲线\")\n",
    "# 添加图例\n",
    "plt.legend(lines, ['正弦', '余弦'], shadow=True, fancybox=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3.3　实例2：支付宝月账单报告（添加标题、图例）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAASQAAAD4CAYAAABFcpsMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABx5UlEQVR4nO2dd3gU5drG75mt2SSb3kMKkAoBQtVg6JEuRUREBPUcPSgqCh7lWCMKH4KI0g5WQPAIKioQVERBQECKYAiQhBAgvbftZWbe74/ZhSUkIWWTXcL8rmsvmN13Zp5Nsve+5X6elyKEQEBAQMAZoB0dgICAgIAVQZAEBAScBkGQBAQEnAZBkAQEBJwGQZAEBAScBkGQBAQEnAaxowMQELjd+euvv/zFYvGnAHpC+JJvCg7AOYZh/tmvX7/yhhoIgmRHKIrqB+BvQgjbwvOmAzhHCLnQPpEBFEX9DuBfhJDsJtr8xxLHbsvxEgBlhJDVDbR9BEBvQsiLzbx/JIBehJCdFEWNAvAaIWRYy9+J8yEWiz8NDAyM8/Pzq6FpWjD2NQLHcVRFRUV8aWnppwDua6iNoObNhKKoNymKerKJ12UA9gDoWu/5lyiKeu8Wl08G8Ogt7v8sRVH5FEX9Ue9xiqKos/Xa6imK+tvyMFieNgAwWl5/nKKofzVwm68BLLJ5P48C+LmRkEyWByiKessSm/WeFRRFzajXfi6AsZb/M5ZHZ6Gnn5+fShCjpqFpmvj5+dWB70k2iNBDagSKog4B8ITlQwcgEIDZRpTEAOoIIUMtx7MAbCOE5NS7lAmAxua6SQB+A5DXwD1tvzVCAEwlhOyzHJsBfE4ISa13TncAX9S7VCGAKQDcAOyo134wgP8AGFXv+d0AugCgKYr6G4CL5f1/TVGUmhCSbGlHA6DAd7+JRbgYAG8QQjZZ2qwDoLK5th+AJwFUUhR1CoA7gCDL/wH+i/Flm/d6u0ELYtQ8LD+nRjtCgiA1AiFkiO0xRVGLAJRaP3T1XlMAeB1AquWDHQbA+gfqB0BEUdRUAP8G/0FNBzAEAEcIYepdSwxABOAT8CJkhQHwuGW4Y4scNoJngQMwFECw5f9WBgN4BcB4Qkh9QewO4G5CSC1FUakACgkhn1piqrVplwzgQ/CiogAwEYB1iOcF4AEAIwB8anPOowC2EEKes7QbBn7INspyTIEXOQE7cfXqVYmbmxvn6+vb6PSBwWCg5HK5UwmpIEhNYPn2NxNCuFs0XY7rH6hptudQFPU8+J7GYkubUACrALwGYDJFUSbwwsEAKAcgAZBNCJnewH0a6yF9Wq+d9Y/MGoP196wHMAnAZYqiJABYm/fGAjhAURRricdEUdTc+gEQQg4C6ENR1DQAfQghr1nEGgC04IXtTULIGcu9o8H3EnMoinrG0i4KQKjNsaUpdYgQkt7A+76tiFi0p589r3d12fi/mno9PT1d9uqrr4bIZDLOaDTS7733XuHq1av9xo0bp5owYYLatu1TTz0VMmbMGNWkSZPUc+bMCZs5c2b1pEmT1I1du6MRBKlp1gGYQFFUJYBaALAM2RIBhBNCyimKSgQQCWArABBCjBRFvU9R1C+EkGvzLzYf/DxcH669YblmKoBaQsgHTcTSkt8VbWnPgRfBHwAkge+5RQC4ZHl9OoBzNucMb0YPyZZIiqKWge/1vQtgJYACAA9TFDWOEPKo5bVz4AXPyjkA39e7FgWgugXvUcBCdXW1KDo62vD4449Xff755z41NTWiPXv2eJ06dcpt8eLFAIC1a9fmv/POO4Hdu3c3ikQiVFRUiH799VdPV1dXbufOnZ4AMGnSpFpHi5MgSE1ACPknRVHjADxICJkDABRFzQYwkBBSbmlzhqKoyQDetDn1KPgeUWMTwqAoSg7AVL/3ZRm+SC2v2XanPQE8SVHUhHqXkgGoqn95AD7gRZQmhEygKOpn8BPLHwOYQQip/+GXAEijKIoBL1pGiqJmNRD3aADzAfQHkAVgC4A+AN4C8A9CSD+KojYB2AUAhJBSAKWW5/o08uMoJYSMaeQ1gVtA0/yUzOzZsyOHDRum+uabb7z++c9/lr/++uvlADBr1qwwlmVx8uRJt9OnT7vt2bPHMzIy0rBy5cq8bdu2eUskEhIdHW24cOGCXBAkJ4cQ8iNFUQsoihoDfu5nAfg5Ets2Zl5HrvEdgECKokQNXZOiKE8AR8B/6DlYhmwWAaDAi8wUALYT5EEAFhJCvqp3rYaGbBIAAQAyAIipG4M7Cn6168t67yHK5pqpsOkh1eMSgGWW6/cmhPxMUVQfADoAJyzDsLvBT2LbEg7geULI7/XijwA/yS/QSqy/Xg8PDwYAfH19zT4+Puzy5cv9XnrppQqWZakffvjB4+233y68cOGCy7Bhw9Rnz551EYlESEpK0uzZs8dzwIABWg8PjxbZVdoDYdm/eTwMft7nFwDPNtC7uAFCCEcIWduYH4kQUksI6UEI6UsI6Q++1/I+gHsAlAC4t4HVupEA/mhmvOPATz7rAcTU62l9C2C+VSwpiupJUdRViqKyrA8AzwB42+a5bIqiCiiKupcQkksIOYTr81S2vAXgPfAT2KZ6rzn8j72zUr+m2ahRozTHjh1z7du3r+7bb79VsiyLWbNm1UyZMkUFADk5ObKpU6fWfvTRR34PPfRQrU6nE5lMJsrT09PhvyOhh3QLKIrqDeBx8EKhAfCMZbL7GCFEa9PUuhxue64v+OFPRXPuRQgxUBT1K4DxFEVtAWAkhBCKoqaAH9YU1Lu+GLwdof4fUrwl3gkA5lIU9RD4lbsnAWSC7+l9RlHUk4SQc5YYba/7NoB8QsgnTYQrw/UVPOvf0eMADgH4J0VR2YSQb2za0wA+pSiq/oqgFMLfYZtgWZYyGo3XOsLp6enyixcvyk+ePKnYt2+fh6enJ1NUVCR55513Ak+cOOHWp08f7R9//OHWp08fXUZGhvyee+5RqVQqkbu7+60Wb9od4Q+hASy9h8/ADz3OgF/dmm95bQCA5wB8QVGUGkA/QogG1yeQbUkD/zN+xOba3QD8BF7crH8AUgBSm1UtCrxXKIWiqArwvY4HGgh1P4AeAN6xuf4w8BPMI8BPMH8MftI9BEAx+J7YNsu/kQAacm4rwA/7GoSiqFcAPAHgMctTEvDL/4zl33AA2ymKYgkh39m0+WcjQ7Yjjd1L4NbExsYaaZpGXFycfuLEibX+/v5sXl6eKioqynju3DmTWq0WEULw8ssvl23dutU8YsQItb+/PxMfH28YM2ZM940bN+YtWbIkQKFQOFyQKKGEbcNQFOUDoKapJX+KohSEEF0HxCIjhBgbeJ5uYFLcHUAQIeRived9CSGVdopHQggx13uOsh0aNhRbI9eiALh0xM+xvUhPT7/au3dvu/xsW4NaraZTUlK6r1y5suBf//pXxI8//pgTFhZ2zd+WnJwc9c0331wODAxkX3jhheCRI0eq+/fvr5s9e3bElClTah5++OHa++67r+uqVasKExMTDU3dyx6kp6f79u7dO6Kh14Q5pEYghFTd6gPVUR+ihsTI8vxN8RFC1PXFyPK83T4w9cXI8hypd9ysb1vCc9uKkTPwySefeL/wwgtlgwcP1q9YsaKgsLBQAgAsy2LQoEHRcXFx+sDAQBYANBoNbTabqc8++8xn9uzZVTNmzKgdMWJEVL9+/bQdIUa3QughCQi0EUf3kG43hB6SgIDAbYEgSAICAk6DIEgCAgJOgyBIAgKdDI1GQzFM28pNffnllx4ajYYCgAMHDihOnTolt0twt0AQJAGBTsaiRYuCV69e7Vv/+RMnTrjMmDEj3Gg0UocPH1YcPXrUJTY2Nv7w4cOKP/74Q1FZWSkCgH379rmuWrUqUCTiM584jqM++OAD/6bu+fbbb/u///77N92zpQjGSAEBe5PqYdfyI0ita7L8SH3EYjFxc3O7KQ1EqVSyUqmU1NTU0GlpaUqFQsHpdDr6wIEDbnq9nvby8qrJzc2VPvvss+Hbt2/P3blzp/K9994LlEgkhGEYKikpKdpgMNA//vhjTmBgIDtz5szwnJwcOUVRKC8vl1AURbZt2+ZDCEF8fLxu8+bNBQ3F12TsLT1BQEDAudFqtbRarb4hsfvMmTPyd999N6Curk70xBNPhMnlclJdXS1Sq9WiQ4cOuZtMJjo1NbWsoKBA/Omnn159/PHHI7777rvLp06dyj537pzs1VdfDd65c+cV22t+9tln+evXr/d59NFHaz777DNvuVzOjRkzRv3tt996LFiwoFU2CEGQBAQ6GVlZWS4qlUoE4Joo/Pnnn4rIyEhjUVGRdMKECbXp6ekKmUzGhYWFmSIjI42EEHz99dcejzzySO1PP/2k7N69uyE8PPwmA6wtLi4upGfPnoZ33nknICgoyAwAb731VuC8efMqWluJUhAkAYFORFVVlUitVotKSkqkRUVF4pCQEAYAYmNjDTExMcZNmzb5TJ8+XfXhhx8GmM1mGgDOnz+vYFkWf/31V/bJkyflb7zxRuhDDz1UWVdXRw8fPjyaYRgUFRXJBgwYEDNs2DDVihUrSnbt2uX+1ltvBctkMmI2m6m8vDwZRVGIiIgwvPjii13MZjP18ssvl0ybNk3VdMQ3IgiSgEAnYtmyZf4PPvhgVWhoqPn5558P/eabb64CwPDhw3XZ2dlSazuJREJGjx5dYz3+5ZdfPAAgMzNT/tprrxXl5ubK3N3duUOHDmVfuXJF+tprrwV/++23V4xGIwUA9913n/q+++7LBoBp06ZFBAQEmKurq0U9e/bUf/zxx4WtjV8QJAGBTsK+fftcf/31V4+TJ09micVibNq0yeftt9/2t1aOtIWiKKSlpXlZj0UiEQGA2bNn1x46dEiRm5sro2kabm5uxFrWRCKRQCKRXBuKMQyDf/zjH10iIiKM/v7+jFwu506fPq2YNGlS5IYNGwqCgoJa7D0Qlv0FBDoBH3/8sdezzz4b/v333+eKxXw/45tvvrny3XffeU+ePDmyoKBAzLLsDcXcTpw4kW19KJXKa6tyLMv/19obsoVlWTAMg7Nnz8r69OkT5+npyb733nsl1utu2rSpICYmxhATE9Nzz549bi19H0IPSUDA3rRwmb6tnDlzRr5r1y6v33//Pdua1Q8A3t7e3JEjR7L/85//BJWVlYmB6+VuGYa5JjbLli3zCwwMvFbh02g00gAwf/78kLNnzyqszyclJUVzHIcXX3yxdPz48eolS5YUWmtw63Q62trLWr58ecmjjz5aFRsbW79q6C0Rsv0FBNqIkO3fMprK9hd6SJ2Q1NTUUABjwFdwNFv+1YKvGFkEoDw1NVX4JhJwOgRB6kTExMTQALzHjRs3yMPDo6l62ObU1NQS8OJkFakiAFcB/A0gRxAsAUcgCFLn4m4AczMzM33vuuuuptpJwG8aGdbI6+rU1NS/AZwG8CeAI6mpqS1OAxAQaCmCIDkREYv2eIMvxm/7CAagBP+7klj+3XR12fgdDVxCDoCRSCRtnc9wB7+NUjL4TSFhEaQj4PdQ25mamtqsnVQEBFqCIEgdTMSiPWIAPQEMAjAA/D73VuFxaeZlDrVPdE3SBcAMy2NDamrqYQA7AHyXmppa7IB4BNqZsrIyUUBAAAsAOTk50qioqEZXzerq6mgPD48271oiCFI7E7FoTwR48RlICBkIoC9FUYqmz3J6RACGWR6rU1NTj4EXpx2pqal5DozLKUjYnGDXbP+MORnNshGsWrXKNy0tzSMgIIDp16+fdvv27T41NTXisWPH1qxevbp45cqVvr6+vsycOXNqAWDdunXeCoWCPPbYYzX1r6XRaKgJEyZ0/+2333LEYjGZOXNm5N69e3O8vb1vEh2NRkMNGDAgdvbs2ZWvvfbaTSbMliAIkp2JWLRHAX6r6vsJISMpirpWR6bedtudBQpAkuWxMjU19S8AnwP4IjU1tf6mkALtAMdxmDBhQtfMzEwXiURC+vXrp0tMTNT//fff+pqaGvErr7xSBgB79uzx/Oqrr65l7O/atcvr9ddfL6l/vSeeeCL09OnTrgzDUIMHD44xGo0UTdMYPXp0VO/evbWffvrptdQQlmXx8MMPRzz22GMVJ0+edH3//fd9W5vpDwiCZBciFu1RAphAOO4BUNRoiqJcgE4rQLein+WxNDU1dTOAtampqfW3BRewI2lpae5DhgxRBwQEmH18fBiO41BXVyeqqakRsyyLnTt3eowYMUKTnZ3tMnHixO5XrlyRrVixIj87O9tlwYIFXQAgJydH/sknn1yZNm2a6sMPPyz65Zdf3MRiMQ4dOuRWV1cnmjhxYh3LskhOTr62W7NKpaJnz54dPn78+Fq9Xk8vWrSobM2aNX7jxo3r+s477xT37du3xdsqCakjrSRi0R7viEV7Hg1/afceQkgFgC8pmp5sFSMBeIDf4fdgamqq6FaNBVrP+PHj1ZWVleK7775bI5fLOQDYvXu3R3h4uHHJkiXFgwcP1r733nv+q1evzvvtt99ywsLCjC4uLmTIkCGqDRs25B05ciTbz8/PPH78eDXA97g4jrvp25TjOIoQQgHATz/95Hbvvfd2v3Lliuyjjz7y3759u8/zzz/f5c8//3T38fFhFixYELpr1y73lr4XoYfUQiIW7bmbsMwLoEVTKIoSU7Sg6bfgv6mpqdfSGQoXHe4H4GzosuQma+0INB+tVkt36dLF9H//93/BMpmMGAwGWi6Xc2azmdq5c6c3y7J47bXXivLy8qQrV670O3HiRPayZcv8n3rqqYqUlJSYgoKCsydPnsxycXEhGRkZsn/961/hCoWCBfg0Eo7jkJubKwOAFStWBK5evTo/OTlZ+/vvv+fMmTMnzNvbm/Hy8mIB4OzZs4oBAwZot2zZkt+a9yIIUjOIWLRHSjh2Jjj235RYGk+JhB9bc+A4zkTT9H8BICVqsGTtxDddXKUu+wHUFS46vArAx6HLrg8BBFrH1atXJRRFYcaMGVUVFRXi6OhoIwBcvHhRFhwcbH7hhRcqaJrG5s2bvRQKBScSifDqq6+WazQaSqVSiYqLi8Xdu3c3A0BCQoLxwIEDORKJhNA0jcWLF/uHhYWZHn300VoAMJvNkEgkN9z/xIkTbjKZjABARUWFJDk5Wd3a9yJ8spogYtEeJWc2zKdo8XxKJPYBLYw8WgLDMNuXLl1amRI1WALg7b+KzyUOiRigBO+reh/Aa4WLDn8I4L3QZcnCdtqtpFevXsZevXoZ33jjjYA//vhDefbsWRYAVCqVaOzYsbVeXl43rIz99ttvriNHjtT+8MMPHt26dTN8+OGH/mvWrCmyvv7ggw9G1NTUiGiaRnp6uivLstTmzZs1ACCVSsnevXtzba/3v//978qFCxfkBQUFkmnTptVNnz49MiUlRd2aOSRBkBogYtEeH86kf50SS5+gJfLbfYneIRBCiFQqXWo57E1TdFDfoPi76zXzBvAWgCcKFx1eFLos+cuOjbJ9aO4yvb3RarV0SkpK3YABA7Q//vijh1arpc+fP39tTlOv19Nff/2197Fjx1zj4uKMa9eu9T9y5Ej2lClTum7ZssXzkUceqQWAH3744QoAbNmyxfOXX34xxcTEGKqqqsTLli0rsfaErFRWVoq//fZbT5qmiVwuJ3fffXdsv379NLGxscbWvAdhAsSGiEV7xF2e3fomYZk8Wuoyn6JFghi1ErPZfDA1NTUrJWowBeC+sdFDfN1kro1NcoYC2Fq46PCRwkWH+3dgmJ0KPz8/xtPTkxk+fLhm27ZtecuWLSsOCAgwr1mzxgfg6xsNHDhQs2jRorJx48Z1X7FiRaGPjw+7Y8eOyx988EHA2rVrfQwGA5WamhqQnJwc9ddffyk2btyY/9prr5X36tVL379//9iZM2eGpaeny6z3DAgIMGu1Wnrq1Kl1L7zwQmVmZub5bt26GXft2qVszXsQyo9YCH160zRa5rqalimCHB1LM3jp6rLxK+o/GRMTMxLArOjoaHG/fv1mOSCuaxBCRr311lu/pUQNjgbwyooxL4/ydfUKac6pADYD+E/osuTS9o3SPtwu5Uc4jgNN0zAYDFR+fr4kOjr6mvNar9dTYrGYSCQSfPvtt8rk5GSt1aVtxWg0Unv27HFPSUnRuLu7t9qVLZQfaYLQeZt7UCLpRrHSb4CjY+ksMAxz8Z133vnNcjimf0iCspliBPBGy0cB3F+46PBSAKtClyW3qvsvcCO0ZUVYLpcTWzEC+B1ErP9vrDC/TCYjU6dObVHR/hbH2J4Xd2a6PPc/j9BntmwRuXqnixRKQYzsCEVR7wJAStTgQACJ42OGxbbiMu4A/g/A3xargMAdwB0pSCFPfvxPSupSKHbznkXRwtKZPWFZtkokEm21HA4P9wx2CfMMao0gWYkFcKxw0eFXChcdFn5XnZw7SpC8733aJ+TJj3+VeId8QoulLS5ALnBrOI5bl5qaakqJGuwOYMTUHqMjaYpuaw6NBMASAAcLFx2OaHOQAk7LHSNI/g+kjnGNS86SeIeMdHQsnRWO44wSiWS15TBJKXOTx/l162PHWwwGcLpw0eFJdrxmp8JoNFIc1/h88/bt2z0qKipEAF9S5MCBA7dcSTYYDM36QrFety10+kltRdQgscfdD37gEpE4lxKJhS5/O8IwzLalS5dWpUQNlgKYMLXHvSESkVh6yxNbhheAHwoXHX4fwCJnTEHJjI2z65xXXFZmk74mjuMwadKkyK+++urqW2+9FXjs2DE3QghomsbJkyfdlyxZkr9w4cJKjuOQmpoaEhUVdTknJ0daU1Mj2rRpk69MJisDgNDQUHNYWBgDAE899VTImDFjVJMmTVLPmTMnbObMmdXWHUasPPbYY11eeOGF8ujoaJNUKiWvvfZa0PDhw9UzZsyoMxqNlFgsJiJRyz5ynVqQfCe+2NVr5JM7JZ6BPR0dS2envhFSRIvc+4ck9G3HWy4AcHfhosOTQpcl39HVK2maxoABA7Tr16/3XbFiRUl1dTU9evToqKioKMP48eMLFi5cWAnwvaM+ffpo09PTXa5evSqlaZokJCTo9u3b586yLDV48GCtt7e3dubMmRHdu3c3ikQiVFRUiH799VdPV1dXbufOnZ4AMGnSpNpJkyapH3rooeqlS5cGEkKQn58vu3z5svzChQsu69at82dZFsuXLy+65557WuTA75SCpIgaRLknjntY0X3Qf2mZQpgr6gDMZvOBpUuXXrQxQvq5Sl082vm2dwM4Wrjo8OjQZcmX2/leTs2rr75aTlEUnn766RCNRiOSSCTk2LFjbmKxmEycODFy9+7dV1asWBHUs2dP3ciRI9UzZszoKpfLOZqmCcdxlFgsJosXLy47deqU/OTJk26nT59227Nnj2dkZKRh5cqVedu2bfOWSCQkOjracOHCBXlMTIzRbDZT27ZtywOA+fPnB8+ZM6dyypQpdatWrfJbtmxZqzxknU6QFFGDZG4Jo5bIw/s8LwzROg6xWPyO5b/RALoMixzYp4Nu3R28KI0NXZZ8poPu6VSsXbvWZ/Pmzb6ff/751ZycHPnjjz9eefbsWVNubq5s7NixdWvWrPFfu3atT5cuXYwA4Ovry7700ksl1h1ubdm9e7fH22+/XXjhwgWXYcOGqc+ePesiEomQlJSk2bNnj+eAAQO0Hh4erFwuJ6+88kroyZMna/R6PbVt2zbfqKgo/XfffedVW1srfuqpp0T//e9/i266wS3oVIKkiBqkdOs1erNL9wGTqLav7Ag0E7PZnLVkyZIDlsOxA0J7KX0UXsEdGEIA+BW4KaHLkn+7ZetOxjPPPFN1+fJlmV6vpyUSCVGr1bRer6eNRiOtVqtpAJgyZUrdXXfdpV29erW/2WymiouLJSKRCBRFEUIIJZFICAA88MADtUFBQcyFCxdccnJyZFOnTq198sknwzdu3Jj3zTff+JhMJsrT05ONiIgw//nnn9m1tbWiwsJC8Zw5c6qjo6NNVpGbO3duqNUZ3hI6jSApogb5KQdM3iEP65Xs6FjuNGiathohgwD0GR89tC2+o9biDuDHwkWHHw1dlvyVA+7vcCzigk2bNvnV1dWJtFqtqKKiQlJVVSUOCQlhNBoNDfCO602bNvnZnhseHm58/PHHawoLCyVvv/124IkTJ9z69Omj/eOPP9z69Omjy8jIkN9zzz0qlUolsqaNiMVi8vbbbwesX7++KCkpKbp///6ayZMn1y1evDjo999/v9Sa99ApBMk1fmiYx+CZu2WB3Xs5OpY7DYsR0pqlPyLCM0Qe5hnsCEECACmALwsXHQ4MXZa8ykExOBSGYaijR49eTEtLcz9x4oTiqaeeqpo2bVqkbRuJRELEYjE5evToRetzw4YN6w4AYWFhppdffrls69at5hEjRqj9/f2Z+Ph4w5gxY7pv3Lgxb8mSJQEKhYIDgE8++cRbLBYTo9FIubi4sAzDUISQNpVuvu0FyT1xXE/PwQ/tkvh0ibx1awF7w3HcmrffftucEjVYCWDY1B73dqUcW0ycAvB+4aLDfqHLkl9xRAC3Wqa3NwzDID093SU/Pz+wT58+OgDo2rWrUSwWkwMHDrjOnj27Sq/XUwzDUABf6/3ChQuKpKSkaOs19Ho9DQDx8fEmANiyZQsAXqCmTp3a9eGHH64KCAhgrl69KvP29mY1Gg21evXqwN9//z17x44dyoEDB2rr6uquzdkWFRWJjx07pmgsL64xbmtBUg66f4jH3Q98LVb6Bzg6ljuRhoyQsX7dejs0qOv8p3DRYU3osuSlt256e7N06VL/Xr166YcMGaL56quvvAYPHhxlMplohmEorVZL19bWiktKSiT33nuvymw2UyaTiYqPj9fZ9pAGDx4cZXtNjUZDm81m6rPPPvOZPXt21fjx41UjRoyIGjp0qCoxMdFw+PBhxfTp06uys7Nly5YtC9q3b1/Oa6+9FsQwDGU0GqmRI0dGP/nkky3eEum2LD+iiBpE0QqP0Z5JD20Se9yRYuQU5UdMJtPGpUuXPm4xQq58rO/9PYZEDhje3vdtIfNClyWvb88bOLr8iNlsBk3TaKkJ0R7odDpKrVbT9UuVNEVT5Uduy9QRSiIf5zFo2qd3qBg5BRYj5P9ZDvvwRsiezpiVv7Zw0eFpjg6iPZFIJA4RIwBQKBSkJWJ0K267IZsiJmmo5+CZayTeIc2tryPQDpjN5t+WLl2akxI1mAYwaVz0UH+F1KVVVQLbE0LIeYqijjk6DoHmcVv1kBRRg/orB0z+r9Q/UpjA7iA0Gg1Y9uYvwHpGyJChkQOcZe7oGoV1pRUbTnz1cOiy5BYb9AQcw23TQ1JEDYp3S0hZKw/tEefoWG439uzZg+7duyMmJuam106ePInz588DAAwGA0JCQhAQEIBz585h1qxZyM3NRe/eN2qN2Wy+sGTJkoOWw7GDQnt7dLAR8pbkVF7NX3Nsyxtqk/a89bmVD07wA+C+cHvaHZ1m4szcFoKkiBrUxaXbgFUuUXcNdHQstxt5eXnQaDQNihEADBgwAAMG8AUzf/zxR/Tp0wenTp1Cr169UFxcfNMeXABA0/QyAEiJGhwMoNfYGIcYIRvlTPGFi+uPf7mQ4dg9+3KOkB4hgdSUxB4xXq4uuwGQlQ9OuHvh9rSq9rr/urn77TqXNm/DiFvaCIqKisS//fab2+zZs2tff/31AE9PT9aaVGtl+fLlfiNHjlT369fPwHEcioqKxJmZmbJTp04pZDIZsW3v4uKSGB8ff0NibElJiXT+/PmlL7/8cgUAfPDBBz5r1qwJDAgIMJeWlkpomoa/v7+5rq5ONHDgQM3GjRsLWvpenV6QFFGDfKSBUf/nlpAywsH+ltsOlmWxe/duREVFISsrC7GxjeuGSqWCVqtFcHAwCCGw7FaKIUOG1L9mhUgk2mY5HBnhFeoS5hHUsNo5gINXTvy96fR3z+zLOXIEAHqEBIpiAv3+7SqTvAHAuiXQzpUPThi5cHtap6nVnZaWpjx79qzL7NmzayUSCbGmgtgyZswY1axZsyL//e9/l27atMnHw8ODLSwslC1evLgoLi7uhp9FcHCw6a+//sq2fe6ll14KEovF164rFosxb968sgULFlQuX77cTy6Xc88991xVWlqa++7du1uVWO3UgqSIGqSgZK4vuvebOIESNZAJKNAk6enp8PPzw+DBg3H8+HHU1dVh0KBBDbY9efIk+vfndyDq1q0b/v77b8TExOCrr75CcnIyIi3TdhzHrbYYIT0ADL2/x73dnOGLgiMc2ZP1+5HvLvzy9L6cIxkA0CMkUJoQEvhuYljwPLGItu3qDQbwxcoHJ8xYuD3t9vO9NMD27du9y8rKJAMHDnQrLS2ViEQisnXrVl+GYagZM2ZULVy4sMLT05M9efJkNk3T5OGHH67NycmRvvLKK8FjxozRcBwHlmWvrdaJRKIGfy62z1MURVavXh20bds2n/LycglFUWTr1q2+KpVKNGLEiLrWvA+n/ZArogZRAGZ7DJhyv0ju1t5lLDolpaWl6NevH9zc3NCrVy/s37+/QUEihODq1asYOZIvptmzZ094enqipqYGUVFRyMzMRGRkJDiOM0gkkrWW05I85O7yWL+uDp/MZjiG+Trjp337Lh15dl/OkVwA6BES6No/POTjniGBM2iaamjxZjqAvwAs79Bg24HDhw8rGIahzp8/nwkAixcv9vf09GSfe+65a8PSc+fOyaZNm9btpZdeKtmxY4dXdXW12GQyUQUFBbKkpKRoQggee+yxiieffLIGAMrLy6UDBw68oedbVFQkffnll4utxxRF4bnnnittqIf0448/tmrF1WkFCUCSIjrpYWlA16hbNxVoCG9vb9TU1AAAiouL4eHRsK7n5eUhpJ6LoqqqCj4+PjAYDLCaZxmG2bp06dJaixFy/P09RoeIafHNk0wdiJExGTed3vH9nwXpC/blHCkBgB4hgV6Du4d/FR3gO/oWnbd3Vj444cDC7WknOyba9kGlUtFvvfVWEcMwqF9SxGw2QyKRoGfPnsajR49m7dixw2PPnj2XASA7O1v6yiuvBO/YseNq/WsGBgaaTpw4cdOQzfbYmopiT5xSkBRRg4LFnkHPucYPFbYnagOJiYnYtWsXzp07B47jkJKSgv3792PEiBE3tMvNzUV4ePi1Y6PRCDc3N/j5+SEtLQ1Dhw61GiGXWS8tpsVu/RxshNQYtdqPTm7bcq4s59V9OUeqAaBXl+CgEbHddkb4ejXnb0cC4KuVD05IXLg9TX3L1k7K+PHjNQzDoH///rFSqZTYDtlkMhl3+PDhHADw9vbmNm7c6Dtw4EDdpEmTogIDA016vZ5OSkqKFovF5NChQznWazYng0Or1dKff/65/7fffuttndTetm2bT11dnWjo0KGt2r/N6QRJETVIBpH4aeWg+4dRIons1mcINIZMJsMDDzxww3NhYWE3tbMO1WzP69atGwBg7ty5AACTybRv6dKluVYj5PiYof4KibyxrbHbnSpdbe26P7euv1JTuHRfzhEtAAyI7BJ1b3z33UGeypZMsncD8F8ADt3pt62IxWL8/fffWUDDQzYA2Lt3r1tAQIDZz8+P7devn8a2Z3T33XdH27ZtTJBsNxC4cOGCy9q1a/NGjx6t6cxDtinKvhPvE7t5+zs6EIHr2BghYwAEDYkY0MdRsRSpysrXHNuyvExTuXZfzhEjAAyN6TpgVHz373zdXENbccmHVz444ZeF29O+sEd8zVmmtyccx4HjuJuGa1bMZjM4jqMWLlzYZdOmTVcoisLhw4eVttn+9XcqKSkpaXAOacGCBSXW9qdPn3Zdv359IcALmM3QvtWpLE4lSIqoQQmyLgmPybr0THB0LALXMZvN55csWXLYcjj27i59PL0VnkFNntQMKrTV8JQrIRE1/88wpyqvYM3RL15Xm7Rb9+UcYQHg3h7R44bGdN3s4SL3bUM461Y+OOHYwu1pObdu6lz88ccfioULF3apv9S/bds2H4DfGumLL7642rdvX23//v0N+fn54uTkZJVtD6l///43iI+Pjw/T0BySdd4oLS3NvXfv3lprsTalUslKJBKSnZ0tXbRoUZeVK1fmt+a9OE22vyJqkBclkiz1GfvcDFrm6unoeJycDs32Z1l21ttvv/1lStTgEADvvDVy/t1hnrz36JVf3sfwroOQ0n3wTed9ceYH7M7cDwBQGTVIDIpDrF9X7Mrcj63T38NPFw/h/p6jmx3HmeILFzec+OpFE2tOsxoeI329Hh3UtcuHCqnUHsPHvwDcvXB7Wou2VnJ0tn9L4TgOlqJqbfrwGwwGSi6Xt/gaTWX7O0UPybLE/6hbr5REQYycC5Zly0Ui0XbL4ciu3l1cungERgPA8YJ0VGirGhQjAJidOBmzEycDAF7f9wEeSBiLLWd+wNSe9yK9NAsuLZgiPHTl5N8bT+94bl/OkcOAxfAY4Pvv/pGhb8jEYpdbnd9M+gFIBfCqna7nlNA0jbaKEQC0RoxuhbMk1yaIXL3ukof3SXR0IAI3Qgj5MDU1lbEYIYdMjb+3O0VRlJll8PLPKxCqDMLenMNNXqNEXYFKbQ16BcaAEAKGZXDwykkM73rXLe/PEY7sztp/ZOPpHXNsxEiaEBL43qCuYYvtKEZWXlz54ASncZ7faThckBRRg6QAHnHvN7EHZf9dTgXaAMdxBrFYvM5yeI+Xi1IW49e1FwDsOPczonzD8dSgh/B3SRY2/rWj0etsPv09Hknkd78eEjkAv+YeQ5C7Hx7f8R8czTvd6HkMx7Jfpaf9/N35X+bsyzlyFuANj/3CQz7vFx7yXD33tb2QAljTDtcVaAYOFyQAw6SB3WMlvuE9HB2IwI0wDPNFampqXUrUYBmAsVN7jO4ipkUSADhXnoOZve+Dv5sPpsan4Gh+w8LCEQ7H8s8gKZzfxPa+uJFYeM/jUMrdMKLb3fjx4sEGzzMyJuNnp77+5tfco/+0cV97De4evqNXaODDjbiv7UXKygcndOqibs6KQwVJETXIE8A0t95jEp0gHUrAhgaNkME9rm2NHeEZgvxaPovgbGk2QpSBDV7neMFZJAbdWDHmcnUBIjxDIBVJwDWwqKIx6bRr/9y68c+C9Hn7co4UA9cMj3tjAv1u5b62F++vfHCCvCNuZG82bNjgXVJS0uj8sNFopOov87eWhQsXBhmNRspsNoNhmGvP6/X6Vv2SHD2pPUkRMzhK7OYtVH90Msxm896lS5desRgh75sQOyzAxcYIOaPXBLz40zLsyvwNDMfiteFPY/mhT/DSkCduuM7BKycwqMv1dDe1UQs/V29E+URg0d738HzSnBvaV+tqa9fyhsf/25dzRAMAAyK7dE+J754W3DLDY1vpAuAFAP93q4b1WfngBLs62BduT2uRr+mPP/5wKy0tlaSmppZZn+M4DpMmTYr86quvrr711luBx44dcyOEgKZpnDx50n3JkiX51vIjOTk5UldXVy44OJh5//33fQFgwYIFlUVFRWKO49ClSxcGAD7//HMvrVYrkslk5MMPP/TZvn27t0gkAiEEnp6ebFpay+tOOUyQFFGDIiixNEURPbjvrVsLdDT1jZDJ9YyQbjIFNkxefMM5A0Jvto8tGvrkDcfuMlcMieSzOvY+9vkNrxWrystXH9u8vExTZS/DY1tZtPLBCZ8u3J5W4YB7N5sTJ064PPvss12s+6XpdDq6oKBAevDgQXcAUKlUolWrVhUMGDBAu379et8VK1aUVFdX06NHj46KiooyjB8/vsC2FtLWrVu9oqOjDQ8//HCdbbmR7777zoNlWTz//PNVOTk50vfeey/wzz//zAaA+fPnV82fP7/NNaYcIkiKqEE0gJmK2CGhtFTudHWYWwqrrQEtdwfVAoOfM2M2mzOWLFlyxHI4Limsr5e3i0fDYzI7cakqr2DNsS1vqIyaLVbDY0qP6LFDY7p+0UbDY1tQAngTwDMOun+zGDhwoP748eMXN23a5Hn06FG3jz/+uBAAZs6cGZaUlKR95plnqjiOw+DBg3UUReHpp58O0Wg0IolEQo4dO+YmFovJxIkTI3fv3n0F4EuMNLQFtkgkIoQQCgDOnz8ve//99wtmz54dPm/evPKUlBStPd6Loz5BPQHEuIT37tmRN+WMWlTsXA5wLCipHH6TXgYlkqDql/Vw6doPiu4N1wpSn/kR2sxD164hC4qBxC8cuszD8J++GPorZ+DWc0SD596OiESipQCQEjU4FEDPMdHJ7Vo2+O+SzJz/Hv/fiybWvNvG8DgnOSriQ1eZ1NFfWP9a+eCE5Qu3p7XKedwRcByHN954I2DXrl1e69evvxbntGnTaletWhVw/Phx10GDBmk3b97s+/nnn1/NycmRP/7445Vnz5415ebmysaOHVu3Zs2aa6laJpOJevPNN0NWrVoVWFFRIQaArVu3+lZWVoqffvrpMgCYPHmyevfu3e6XLl2S9+3b19CzZ884hULBsSwLtVotcnd3ZwcNGqRZv359i+qZd7ggWUyQ97l0G+BFy119OvLe2vO/QzlgMlwiE1G1dx30l0+DlruC1dY0KkYA4J44Du6J4wAA1fs2wDVhFDRnfoRrz+EwlV4E1YlygBmGKRWLxd9YDkd08w5ThCoDo5s8qQ0cunIyfePpHc+2s+GxLYgBPAfgRUcH0hhms5mSSCTkl19+yUlKSoo9depUpkQiwaJFi0J/+eWXHK1WS/fo0cN4+fJlmV6vpyUSCVGr1bRer6eNRiOtVqtv6A6FhYWZLl68eAEAVq9e7QMAzz33XJXZbMbXX3/tAQDFxcXiefPmhU+YMKHGx8eHPXfuXCYA5ObmSubNm9fl559/blXdckesskUA6ObSbWCH56u59x0Pl0jee8np6kDLXVH181qIlf7Q5fx5y/MZdSVYbS1kgd35ZEKWgf7KGbh0dcbtyFqHxQjJpkQN9gQwZCpfEdLu9+EIR9KyDhzZeHrHbFvDY8+QgOXtZHhsC/9c+eAEh1U2uBUymYy8+eab5YGBgeyzzz5b9swzz4Q+/PDD4a+//npxRESEuUePHtfK01IURQgh2LRpk9++ffs80tPTXTdt2uRXVVV1zdP1ySefNJjYznEctXbt2gAA+PLLLz0fffRRu8+tOUKQ7pUGdHMTu/tEOODeAABjUSY4owbm6mJIfLvAY9A0GEsuQvXX7ibPU5/ec62n5BKZCH3uSYjdfVGx420Y8s52ROjtCsdxeolE8l/L4WBvFw95tG9kL3vfh+FYdtvZPXt3nN9b3/D4Wf/w0OfbyfDYFjwA/MPRQTSHsWPHqvbu3etVUFAgu//++xssI8swDHX06NGL7777buHs2bMrduzYcdnX1/da/l5jX0A0TRPra//+978rR40aZfcaUh06ZFNEDfIFMMg1bojDrPmsXo3qXz+C3+RXoDqxA+69x0Dk5gW3+OGoOfwFlP0mNngeIRwM+WfhNZRfpnaNGwKxRwCY2hK4dBsA3cUjkIfb/bPbobAs+8XixYutRshxtkZIe8FXePzuhz8L/l5g9Rj1CAn0SuoW/r+YQN8xTuxHe27lgxPWLNyedstdWlu6TN9WiouLxT/88IPy4MGD7gUFBbLdu3dfPHnypKJv375xffv21QwaNEj74IMP1qanp7vk5+cH9unTRwcAXbt2NYrFYnLgwAHX2bNnV+n1esrFxYWUlJRIrKVHbOeQCCGwrSjQUGI+y7Jt+gV29BzSUJGbj4vYO8QhrmzCmlG5cxk8h8yB2MMfYs9gMLWlAABjaQ7EysZLMBkLzkNWb3MNc3URJN4h4AzaZlXYc2YIIZxEInnXcthXIpK49Q2Ot6slQ2PSaT86sW3rubKLr1grPPYICQwcHtt1Z6Svt7NvcRUJYAqAbx0dSH0qKytF6enpin/961+VI0aM0AJAUlKSfu7cudXff/+98vDhw27r1q3z7dWrl37IkCGar776ymvw4MFRJpOJZhiG0mq1dG1trbikpESSmppaVlBQcK6h+5jNZtxzzz3X5hMNBgNtNBqvjbKuXr0qmTBhQveHH3641ZUPOkyQFFGDFADude05IpyiGlhT7AA0Z/fBVHoJdce2o+7YdrglpECfewLazEMgHAO/yf+BqTIf2gsH4TXkkRvO1V85DXmX64uCnFEHkasXJD5dULV3LTyTHurot2NX6hkhJ02MGe7vIpG72ev61bra2nV/fvnfyzUFS20Nj2N6Ru8O9lQ61b5uTbAATihIvXr1Mn700UeF9Z+XyWRkxowZdTNmzKgzm82gaRoikQhTpkxpVXlZiUSC48ePX7Qejx49WjN69GiN9TgiIsJsnQxvLR3ZQxoEipZKA7o5bFxju1pmxS1hZL1GgLSeGAG4NlSzQssU1ybIgx+7/XMxbYyQsQAC7onoZ7fKC8Wq8orVxza/W8/w2N9ieOxir/t0AHevfHDCXQu3p916BcTJaGjDT2ekQwRJETVIBGCiS0SiKy2WunbEPQWaj9lsPrtkyZKjlsNx94T38/Jy8Qiwx7UvVeUXrDn2xQ2Gx3t7RI8ZGtN1iwMNj21hPoDbTpBuFzpq6NQVgKcsLEHY0sgJoWnaaoTsAqDH6KjkeHtcN70kM2fF4U+eVRk1m/flHGF7hARS43vHzbknKmK7vcRIbTCCtVOiaDOZ5MwWgNudjhqyDYBIzEm8gm6XuYI7BosR0jovMjLKJ0IRogxo8xfH4asn0z//a8ezAP6wuK9F0QG+CwdEhKbKJDd6jHb8lYHYIH/0CL65U3b0Uh7+LuCrChjMDMK8PRHo4Y6/C4rxxJCBuFhagX4RHZrm5gJgEoCtHXnTO4V27yEpogZJANzjEtnPnRJJbstyDp2cVTZGyHumxKd0b8vSO0cIScs6cPTzv/gKjxYxkiaEBCy/q2vYO/XF6HJFNdQGY4NiBABJ3cPx9PC78fTwuxHp64W7uoahuFaFfuEhKKiug0Tcut0t2sgMR9y0reTm5kq++OILT4BfMWsMg8FAnTp1yiGf1Y7oIXUH4CILju3eAfcSaAEcx+nEYvEGy+E9PgpPeZRvRKsXHRiOZb/O+PHXfZeOPLMv58glAOgREqjoFx6yISEk4GG6XsYmy3H45tRZxAX541xRKXqGNJ6/W6czQG0wIdTbA8glYDmCi6UVGBXvkFmAkSsfnOC2cHuapqEXCxcdtqt1P3RZ8i19TWq1mh4yZEj0sWPHsuVyOfnggw98WJalbLP4vb292ZdffrnL0KFDtZMnT+5mWxOpsLBQVlVVlQ7w5UeeeeaZsD///PPizJkzw7Ozs+UymYwAQGVlpdh2Jc1oNFIajYYuKioSX758WXr+/HmX06dPKz744INCa5mSltARgtQfgFns2X75UAKtg2GYzUuXLlWlRA2WAxh3f4/RYWK6dSULjIzJtPn09z8cKzizYF/OkSLAangM+5+lqNpN3a5TVwsRoHTDsJiuOHLpKmp1etwTFdng9Y9cuoqk7vwml9EBfjh5tRDxwf7Y+MdJjIzvju7+7Ts/zhHC1Wh1xSqDcXekr/ebjYmRo/jmm288YmNj9dbC+xKJ5IaMfY7jIJFIyPvvv5/fpUsX85kzZ7Jsz+/Vq1csAGg0GurixYuyxMRErU6no8RiMfn6668vd+vWzQwAvXv3vjbtkpaW5v74449HxsXF6ZRKJatUKtnExETdrFmzqlu7AUC7CpJldW2QLLSHlJbI7OZpEWg7hBBOKpVeM0JKRRLXxKDWGSE1Jp324xPbv8woy35lX86RKuCa4fGHSF/vRrOWi2pVuKtrGJQucvQND8FPGdkNChJHCHIrqjCO/8ygT1gwvFxdUKXRIS7IH2cLS9tFkDhC2FqdPrewpi7zQnF5hc5klgPIW1t01OnqI3300Ud+gwcP1gwbNqy7TqcTFRcXSymKIlu3bvVlGIbatm3b5enTp3e17m770Ucfeefl5UmXLl1aClxPF1m5cqXfxx9/HKBQKLiwsDDfsWPH1jzwwAPdrHWRzGbztS+W4uJi8WOPPVb+7rvvlh48eFDx/vvvB7z44ott2g6qvXtIYQAU8tAeXdv5PgItxGw2/7R06dK8a0bI2BEBcomsxZaMan1d7bpjWzdcrilY0lLDo6+bK6q0OgBAYXUdvBSKBttdqahGmLfnDc9VqrXwdXeF3my2q0ue5ThzjU6fU1Bdl5VZUl5lMDMSAByACwCOAMi0283sxM6dO93VarUIAH7//fdLZrMZAQEBvcViMTl48OBFFxcXYjabIRKJyKpVq3x3797tWVpaKmEYhjp58qTr8OHDrxkl33zzzfILFy64LF26tHju3LlhTz75ZGVVVdW1iTrrRpEAkJGRoUhISNABfI/MtpibwWCgpFJpg3WVmqK9BaknACLy8A9v5/sItBCxWPy25b9xAPzvCW+5EbJYVV6x5tgXK0o1lauthsch0V37jYrr/r2v+60NjwMju+Drk+n4O78EHOEwoXccfsrIxtiEG1N0sksr0NXP+9qxwWyGu1yGAKU7dvx1DinxbZueZDnOWKXVXcyvqs3OLKmoMbOsGLwInQVwDEDW+aJSuxQgaw+qq6vFCxYsKL1w4YILwFd89PDwYCiKwrJly/zfeuuta6VsX3jhhconnniiKioqqudDDz1U9dBDD1UPGDDAsH37dh+AF5LKykoxTdMIDAw0m0wmymQyUYsWLeqyfPnyAoPBcE1hTpw44Xr48GH3Tz/91F+n09GlpaXXtt9mWRa2Q73m0t6CdBcoulakULZ522UB+2E2m9OXLFlyPCVqMAVgQnJEf29PlyYS+Rogtyq/cPV1wyMDAKPio0YPi+26tbkeI7lEjNlJN87/Rvp639TOOlS7fp4E0YF+AIAF9ya3JOxrMCyrr9TosvOqai9ml1aoGI4TAWDA7157HED2+aJSfUPnrpu7vx+AaQDOztsw4qtWBWBHHnvssZq9e/e6XbhwwcVsNuPDDz8M+Mc//lEBAB9//LH/1KlTa+Pj46+VIHnqqae6JCcnq1iWxVNPPRX+0Ucf5VlfM5vNFE3TePzxx8OjoqIMb775ZrBYLCbl5eXS1atXB1AURaqqqkTz58+vOn78+MVjx4655OXlScPCwkwrV64MWL16dWFdXR0dHx9vas17aTdBUkQNcgEQJA3sbqJo8e3hW79DsBohAYQCiG2pETK9JCtn/fEv/21izbusFR4jfLxmDYmOXOsEFR4bxcyy2kq1NutKZc3Fi2WVWo4QEQATgBMATgK4eL6o1Fj/vHVz91MA7iaE3E8I9wBNi6y9v/0AHC5Itjz//PMhKSkpdd7e3gzDMNTbb79dOHHixKjdu3fnAMCCBQuClUol269fP93Vq1eln3/++dWvv/7a03q+u7s7t3nz5rwePXr0CA0NNR08eDDnk08+8Q4KCjK7uLhwn3/+eYG1bUlJifixxx6LXL9+/TVBy8/Pl8yaNavr1q1bL999990NCnpTtGcPKQQAkfpFBrfjPQRaCMMwJWKx2Lqr46gY30jXYHf/Zo95Dl89dfbzv759FsBhG8PjggERoW/V9xg5AyaGUZWrtZmXK6ov5ZZX6QkgAmAAPxQ7BeDS+aLSm4YV6+buFwFIJoRMI4RMo2k6gKIoUNQNvqch6+bu97rnqRsLnzZnmd7eEEKg0+loAFi6dGnJxx9/7A0Ac+bMqS0vLxdbX3vkkUeqe/fubfj000+9KIpCr169jD4+PlU7duzwAXiv0qOPPhqxZ8+ei1evXpWuWbPGJy0tzTMtLe3yggULgp999tmQV199tVQqlZKUlJSolStX5o8YMUJ79OhRFwC4++679Zs3b74yffr0bidPnswMDAy8ZbkWW9pTkEIBUGLPQGGLI+fCaoT0AnDP5PhRzTJCcoSQny4ePPbtuZ+f3pdzJB24VuFxad+w4OfEIvvWTWoLRjNTW6bWXMgtr7p8pbLGAF6EtOAnpU8DuHy+qPQmj8y6ufslAEYQwk0jwFSaor15EWr05yMGMKad3kaLMJvNlIeHB/Puu++WAoBGoxHRNE0AvphaRUWFSC6Xc4mJiQYAePLJJ2us5w4fPjzaz8/PDADHjx9XLFq0qCQpKUl/9uxZl8LCQumePXsuy2Qysn79+qK33nrL//z58/KRI0dqt23bdrlnz57GzZs3e3788cd+ffv21QHAPffcozt+/HhWS8UIaF9BigegE7l5O2L7GoEGqG+E9FV4yaN8Im5ZSpjhWPabjJ9+/eXSH/UNj/9NCAmYVd/w6Aj0JnNlmUqTmVNeebmguo4Bn4WgAnAYwN8Arp4vKr3pA7Ju7n4ZgHsJ4R4gwH00RXtQFI0WeNWH2SP+tjJx4kT1xIkTr1VwfPnll2+wJvj5+bFHjhzJaejcQ4cOZVvFY+bMmdeqTM6dO7e6fts333yz3Pr/nj17GgFg2LBh2vj4eEPfvn0N1teCg4NbbIoE2kmQLIX8Yympi4GWu/m1xz0EWg7LshsXL16sthghx97fc3SY6BZGSCNjMm0+8/3OY/lnXrAxPHre3S3sf7GBfmMaMjx2FDqjqaxUpcm8WFZ5tbhWZV1yrgZwCPwKWf75otKbMm/Xzd2vADCOI9wDAMbTFO3aQhGypXWz6k5Ea3oytoSHh5vDw8NbtJrWGO3VQ/IE4CYLjqUc+QcrcB1CCCuRSJZbDvtJRRK3PkFxTS71a0w67Scnt//vbGn2f+oZHr+P9PW+q92Dbigmg7G4VKW5kFVSnl+u1lIAKACl4HtCZwEUnS8qvcmYtG7ufiWACRzHTacoajRFUXKaskvHLo4Q3FQcTaB1tJcghQAgEp8uwvyRk2A2m39cunRpfkrUYBGASffFjQyQixs3Qtbo6+rW/rl1w+XqgneshseBkV26WQyP7bpPmy2EEKiNpoKSWlVmVklFQZVWZ1WRYvAilAGgtBER8gYwiePYByiKHklRlLQ9RpeEJZ1nHywH016CFAEAIhelVztdX6CFtMQIWaIur1h99GbD48hmGh7bCiGEqPTGq8V1qswLxeXFdXqD9e80H7wInQdQ0YgIBQCYzHHsgxRFD6EoSkTT7VsRgGMhCJKdaC9BigKgoWQKoZCVE2A2m88sWbLkpNUIOTRyoJeH3L3BuT2L4THVUlSNAYCUHlH3DovputVDIW+3+UCOEK5Ob7hcVKPKvFBcVqoxmiQACIAr4EXowvmi0gb3jl83d38ogKkcx06nKPpuiqLo9hahG2JnyA2lOlJTU+2a7Z+amtosG8Ebb7wR4O7uzv773/+uBIC33nrL39PTk50/f/61n9szzzwTMmTIEPX06dNVly5dkixYsCB0165dV+wZb1toL0HyA2CkpS5Oa5K7k7AxQnYBEHtv98EN7vpytjTr0to/v/y3mTXvtDU8JkdFrnGVST3sHRfHEabGkryaWVJeoTOZrSJ0CbwIZZ4vKq1t6Nx1c/dHArjf0hPqR1EU1ZEiZAvhICWEUBRFOWzrmWHDhnUvKCiQSSQS8uOPP3oCQEFBgYymabJ//37lzp07rzAMgwMHDij/85//lG3ZssVz1KhRGtttjZwBuwuSZYXNB0A5JZEJPSQHwzBMsVgs/s5yOCrGt6trsDKgW/12f+T9dfazU988B+CQjeHxhQERoYvtaXhkOc5co9XnFNTUZV0oLq8yMowEAAs+efUoeBFqcAPCdXP3xwK4n+XYB0W0KAEAHCVC9WFMnEwiExlu3bJ9+P333y8tXrzYv6KiQjJhwoQ6ANi2bZtXYmKi7rnnnqsCgM8++8w7KirKwHEcvvrqK+9Ro0ZpSkpKpE899VRIfn6+bM+ePa3a/tqetEcPSQZAAormKLFQcsQJWJmamsqlRA32BjB4SvyoG1zZHCHk54sHj31z7ud5+3KO/A1cMzwu6RsWPN8ehkeW44xVGt3F/OobkldZAOngC+Y3mry6bu7+XpaUjRk0LYoGAJGTiJAtjJmTO1KQrBgMBkqtVtMAXzzN+rxer6dWr14dEB0drT916pQiPT3d9aGHHopQq9WiGTNm1CxcuNApdn9pD0FSAiBipb+bsOTvWDiO04rF4o8th8l+rt7y7j7h14yQLMey35z7+be9OYef2ZfDm+Z6hAQq+oYFr+8VGjirLRMxluTVrLyqmotZpZVq9nry6inwyasXm0heHWARoek0LYpsIGXD6WDNrBxwvFn9119/9UhPT3cFgNLSUsldd92lBYCDBw+6Tp48uea3335T7tixw7NHjx66zZs35z3zzDOhd911l14kEjnF0K09BMkdABG5+wjzRw6CEEIDAMuyny1evFiTEjXYBcCY+3uMDhPRIhHAGx6/OPPDzqP5p+sbHrfGBvqNa82XiZlltRVqbebVypqcesmrx8Enr+Y0kbyaZJO8Gno7iJAtrJlzWB4fwzCw2hleeOGFUusQbfHixf4AXwokJSVF07t3b0NWVpZ8xYoVxU888USY5Vxq1qxZ4b1799Y5Kn5b2kuQKJGrlzBccxAsy3pajJArLE/1l4mlrr2DYvsCgNak0318cvuX9QyPAZYKjy0yPBoZRlXBJ6/m5JZXGSzJq3rwyat/oenk1aG8CJFpNE37324iZAvDcA7bwGLdunU+33//vRdFUSCE4Pvvv/cCeA8XRVH49ttvvefOnVs+fPjwG4bFZktxu7Vr1xawLEvV1NTQXl5eHbqnVH3aa8hG0y7uwoS2Y6AIIRKz2Zy2dOnSQosR8r5JvBFSYWN4XLIv54gaAPpFhHYd3TN6d4inslllSAxmpqZcrcnMLa/KvVJZYwKfN6YBn7x6Bk0nr460SV71ukXy6m2D7dJ/c5fp7cX8+fOr5s+fX/XOO+/4FxcXS9avX18EAPfee2+3UaNGqV566aUKgC8XAgBisZioVCpRSEgI880331yVyWTk7bff9q+urhavWrWquCNjr097CJIvAIaiHbM/jQB8pFJpnk0SbTwAv6Swvokl6oqKNce+eK9EXbF6X84RAwAMie7aNyU+6ns/d9ewpi5qSV69kFNWeaWgpo4Fn7JRB+AP8CKU10jyqhzAvZa8sftoila2IW/MaSGE0BxLRLSIalNeWGvQ6XTU5MmTu8bGxupXr15dZH3+hx9+uDx37twu999/f8SOHTuuGo1Gymg00n5+fmy3bt0MycnJUeB/j1Aqlcxnn32W39Gx16c9BMkb/LyBgGMgGo1m4+LFi/+yGCEnDosc6FupqzGuObblrTqDelNzDY9ao6msTKW5kF1akVdSp66fvJoOoKCR5FVXWJJXKWA8RdEKO+WNOTUcy4lpkajDBUmhUJA1a9YUxMTEmOo//8UXX+QXFBSIASAiIsKclpZ2GQA2btxY0NC1HE17CBIN3twm4BiyioqKrHvPhwFIkItlyhWHP33WyJhsDI+eM5OjItfVNzxqDMaikjp1ZlZpRX7Fjcmrh8DnjTWVvDrRkrx6rx2TV28bOJaIAdw0ad8R1BcjW1qzP5qj6KittAU6hvMA8rKzs629lhQA4p9zDr+O64ZH2mJ4fFsmEbsQQojaYCwoqVNnZpaUF1Zr9bbJq4cAnEPjyas+uDF5VeIEpZE6HEL4CWSOI8Ln6RZwHEeB30ChQYQfoJNCCMcRs0lDzAYVZ9KrOZNOzWpqKKlf+Bax0i+toXOys7NLrf9PiRosBd9DWmJjeJT0CA5YkhgW/JzOZCrOrajOzCwpL67TG0Tge0J54OeEzp0vKm1w7zFL8uoUS8pGckckrzo7umoGGh8V3BiZ2Bm8SM4Kx3FURUWFB/gvuQYRBMkBENZs4MxGNTHpebExatWcQaPidHVqVlujYtSValZdqQXv45EBkFr+dQPwvS7n+C3r7+zLOWJKiRq82Dpf1CMkUOGpkP+bpqm7fjhzfqvGaBKBH1pfBi9C588Xld5UIRAA1s3d3wXXk1fv6ujkVWfn4gENgFLUaqqUYlknWDJsPzgA5xiG+WdjDQRBsiN8r8aoJmaj2tKrUXEGjZrTq1WsrlbNqqtUjKpcTUx6BtdFxvoQgU+nEIEvcOcDvhh9FYAiABUASsDP5zQLGzHyBDC/VmcYUKsrvQQgG9eTV+saOnfd3P1dcT15ta8jk1ftRY2mHF5uLdrtqVkwBoILP6kB4ON5G0b8x+43uIMQBKmZEMZs4JgbejUqTq9Wc3qVitXWqBlVhYpVV2rB/0ytIiO1PAD+20EBwFoUrRZApeVRbvlXbXmoAKh1OcftNUHaFUANgLfA5401lrwaB4sI0bSoJ+C45FWVrhqf7XsLL0z6ECzL4ONf3oDOqEZS7DjcHTu2wXMaarfrxGcoqsrF3DFLcLH4bwyKvrc9wxbqIrWRdhSk22Oh7XqvxqDmTHoVZ9RZxEalZrW1KlZTrbbp1dgOn2S4vqIoAm938AXvUq7G9V5NOXi/jgrXxUaryzneYY7Y80Wlp8HvtnET6+bu721J2XjQmrzq6J6QzqjGlgPLYWT4XNXfz3+PML8YjO8/B5/sfROJXYdCLr152+2G2qn1NQj27orCypx26R3VQ/iCbyPt9gMkZqNDlj9viIEx6znGoCYmg2X4ZJmr0depWU2NilFXqFl1Vf1eDV+tgBcaAr5X42b5fy14kam0+fdajwaASpdz3Ok9WOvm7h9ok7wa4WwpGxRF4/FRr+GjvW8AAHKK0zFpED/tEBnYA/kV2YgOubngZUPtQAg4jsWl0gwM6zm1vUN3nh/ibUp7CBIBQLEGjaYdrs3fgONYwhivr0AZG5mrMRtY3Dh8sp2rEYPv1dSfqykHLza1uFFsOrRX0x4kRCTRoT7domND+83wUPhO9HYPcIqSE/Vxkd5Y6ttkNsBTwe/OLZcooNLXNHRag+2CvCNxpewCvNz88MGu5/HQkAUI9Apvr9CFCe020h6CVAdAwulVDda3uRWEMes5s0FNzIbrwyeDWs3qVCpWW61mVZUqVlOlA9+LsR0+WddbOfDzNO6W/9fh+hxNGfjhlO3wSX079GqQ6sH32lLrWmVyS4hICgKwsLAqN6SwKlcH4AcXqau5R9igqDC/6Dgf98BokZNueS6TuMDMmuACwMjoIZM0nFjfULsRvaYh4+pRqPU16B2ZjHP5x9tTkG4bA6Kz0h6CVAVAzGprbli9sfRq+OGTWa/il7pt52qq+Lkas5HDjUIjxfW5GjH4Ho0fAB14cSnAdbFR4brY3D69mlQPb/A7tTT0qAWfOX8QqXWN+jeagQbA7wDuARAAwEdv0tacurT//KlL+8/LxHJxfNjA7uH+sXG+7kExYpHEaSZow/yikFuagcSuQ1FUlYvIuIZzgBtrpzdpIZMowHAMjOYWbzffEjo8baSz0R6CpAFAGFW5Wn32l/+x2pr6vRrb4ZMUfC+G4MZeTQ34Xo11+FSFm1egbodejRRAMBoXm2DL44avfJ2ZXLxayx3bmcX8cayQNQIo2ZVtbosYIePqUTWAtISIpD0AggD0BDAEQDgAYmQMdWcuH8o6c/lQllgkFcWH9o+MDIiP9/UIjpWIpA6r9QMAg6JHY/1P/0FuSQZKa/IR4R+L7KIzKK3Jw9Cek5tsV1ZbgBCfrpBJFPjvT6/gkWEvtWeozv836eRQhNh3NUwRNagngNfArzZZxYYC38vRgRcX61J3BW7s1VhXoJx/iS7VwweNi0wIgBBCiG9zCp0RQlCsJhVnStkrv+QyNVdrCcD/LC7Bksi6K9tc0taQM2Pj/AF0B3AsLiuTJEQkUQD8wYtTMnhntzWLvw4AEdFiOjakb3hkYI94f4/QWKmDyhLXaitxufQc4kL7w6WJEJrbrp1YNG/DiHc7+qadifYQJAX4P24NbpwUvl16NTLc2KtpqIcTDKBNBbk4QkixmhSdLWMzf8ph8vPqiNU5XQBehM4DKNuVbW7zL2i4u7sLAMkBtVqVGRs3B8BiAGkAvgVwKC4rkwWAhIgkHwA9wP/+rBsBaMD3WAlF0VR0cJ8u3QIT4gM8Q+NkEmFXmXr8c96GEZ85OojbGbsLklOT6uGLxkXG+vBtr9tzhHDFanL1TAmbuSeHKS5WE+sk8mXwzulzu7LNlfa+73B397sAPGa5z5HUgMBgf7F4I3hLQwWAnQB2APgtLivTDAAJEUle4DeVvAdArOVS1nk7DqDQPahnSPeg3nGBnmHxcqlC2BQUmDxvw4idjg7idqZzCNLNvZrGhlIdPlHLcoQtUJHLZ0rYzN0XmbJKHbF6nC7CkkO2K9vc8Dq2nRju7k4BGA/gH+CH0oaBLgrTLC+vGWKKsi0/UgtgN/ie0y9xWZkGAEiISFKCF6XB4Id3FK4bQFkAiPCPDYgOTowP9AqPV8jc2k3UnZx75m0YccTRQdzOOL8gXe/VNPio1HGhZ0o478QgGr6KhktfVOsJ/ipm0VCbMg0HbxcKEpH9LCQMR5j8OnLpZBGbuSfHXFlrgBi8CF0AL0JZu7LNDeaQtZSEzQkUgIEAKjPmZOQ21Xa4u3sygH+Cn7+TREqkoXN9fEa7i0QNTbZoAOwB33P6MS4rUwsACRFJruDF6W4AvcH7uozg5wYZAAj16e4bE9I3Ptg7It5Vrgywx/u8TYidt2FEtqODuJ1xnCDxvZqmejO37NWUqDlM/VqPCVFibDtvxv7ZCvi50rdss/08g23nzNg7S4HvMs14pLe0kTs0HxNLTFdruYsnitjsH3OYao0JYvCT+mfBb4CYtSvbbBezaMLmBBrAPYSQ+wHcT1FUCPih14SMORknmjp3uLt7LwDzwc/t1QWLxW7zfH3neInETfVq9AD2gu857Y7LylQBQEJEkguAGAB3AegLftXWBF6czAAQ5BXuFRvaPz7YOzLO3cUzpPXv+rbAd96GEQ1u9y3QPNpHkFI9/NDIypPNw6ett/n1MgM3KXBXqBgv/mJASlcxRncX37LNNxfMGBAsQowvjSodwf3xrfMDGhliuFzDZf9ZyGb/fIlR6ZlrLvDT4DdAzN6VbbbL9jIJmxPEAIYRQqaB4H6KphoSEC2AaRlzMn5u6lrD3d27AVgIXjArPWmR7Hk/3xn+YklEM0IxAfgVfM9pZ1xWZhUAJEQkyQBEA+gPYBB4iwcLfkXVBAB+ymBlXJcBcSE+3eKVLl5dOtm+fUYALvM2jHDyIYdzY39BSvWQEUL0HfnHdiiPwWv7jUibqYBS1vBtbdu88LMBiUEiFKs5vDZEBoWk+aEaGKLLqeKyjhawF3/JZTRmDiLwvYGTAE4AuLgr22yXHUwTNidIAYwiHHkAwCSKppozccwA+EfGnIwvmmo03N09GLwoKQCUyShK9Lyv39RwqbRZO4/Y3Osg+J7T93FZmWUAkBCRJAFvL+gPfmgng0X8YCnx6uXm79ajy8DYUJ9u8R6uPhEURd/u4pQxb8OIXo4O4nbHboJ0X4zEG8DTAAL+d7/LP9ykVIeY6QgheOZHA7KqOOyaoYCr9Oa/6/pt0i4y2Pi3CffFSPBdphmvJsswPLJxj6jOTNQXq7isw3lMzv4rrI4lEIHPfzsOfifWnF3ZZrtYGhI2J7gAGEM4Mg3ARIqmWrOdFAGwKGNOxvKmGg13d/cGsABAIIBCGqDm+fiOiZPLB7binhz4bZB2ANgRl5VZCAAJEUli8OVP+oKfFHcF33OqAv8zhNLF26VH2KDYLr7d4z3d/CJp6rYsvPTNvA0jpjs6iNsdewpSOPh6O0WfTJTPDnCjQ+1y4Wby+n4DevqL8GDPxodftm2OFzLIrSEo03DIreGwdtyN+qkxkbqsSu7CwatM7qE81kiuGzuPgt8AMXdXttkuuUsJmxPcAIwnHJkOCmMpym5i/gGABRlzMhr9JQ93d3cDMA/8XFABAPKol3fyQIViRBvuS8D3Fq3idBkAEiKSRAAiACSCtxMowQtZNfifLVxlSlmP8EExYb7Rcd5u/t1pWnS7lPRYPG/DiDcdHcTtjj1/2bXgv/nMKiOpC3BDuwvSu38YEeROYXZvKWoNBJ7ym3tHjbW5WMUh2odGrYECZ/m41hlIdWYle+HAFfbysULWDF6E1OC/+U8DuLIr22yXfKWEzQmeAO4jHHkAFFIoipK1w6jleQBBCZsTZmfMyWiwB3dArdYMd3f/ALwlYBCAvE011YdVLKse4eY2kaZatXUIZbnWIADLM2Pj/gaw42s5vo3LyswCkJsQkfQdeGd4L/ApLGEAiNaoqjlxcd/ZExf3nZVLFJKe4XdFW5J/o0S0uO2rD+1HlqMD6AzYs4dEA/gYQPErydLhd4WK77HLhZugRk8w/VsdjAzQ05/GvAFSfHXOjHdGyBtts26cHGoTcLyQxV2hIgz6VMtMihFny8Q4ebqE48B/mGrAL8//DSBvV7bZLgm6CZsTfAFMJhx5EBSGURTVUd/+vwGYkjEno8FKkQAw3N1dBGAGgNEA8gEwI93coiYpPR4QU5Q9qwBcwPWeUzoAWFJYQnBdnKyV1GrAfyFAKpaLe3QZ2C3cPzbeV+lcyb8WEudtGPG3o4O43bHrpPZ9MZLlAMjMBEnXGT0l0+x2YTtTqeNKzpVzmXsvMXnnKzhrrl0l+JSNswAK7JGyAQAJmxOCAEy1DMcGU46rhHYGwLiMORmN1uS2MVBOB18byjjARRE609Nzpoym22NO8BKA7wB8G5eVeRK4Jk6BABLAp7BYrQLW/DpYk38jAuLi/ZQhMRJxA+UjOxBCCKEoynXehhHtWkrgTsDegjQfQLee/jSWjpQ/a7cLtxFCCMq1pPBcOZf5Yw6Tn1PN0eBFyHbvsWI7ilAYgPsJS6aDxiAnWt6+AmB0xpyMnKYa2RgoywDoYmQynye8fR5R0LRHU+e1kXzw4rQDwNG4rEzOIk5+4N3h9wCIBD8/pQY/RUBoSkTFhvaL6OrY5N/MeRtGtGR1UqAR7C1IYwA8QAEF30x3WSQVUQ7rVnOEkFINyU8vZTN/zGGK8uqIVYTyYMkbA1BuRxHqDmAaYcl0SkTdXF/VeagA31M61VSj4e7uvQE8BxsD5TO+frM8RaKOcF6XAvgevJ3gYL3k33jwPafulrYNJP/2jAvw7BInk7i0p4Da8tG8DSPmdtC9OjX2FqSeAF4AUPDRBPmjQe50u5XmawiOEK5IRa7+Xcpm7slhSorVxDo8su49Ztfk1YTNCT0IIfeDw4OUiLqdviG1AO7PmJOxt6lGw93du4O3BbAAqngDpd9D/mJxR/5eK3Fj8q8JABIikjzBJ/8mg18hpHBD8i/QLTAhOCq4d3wHJP/OmrdhxJfteP07BnsLkg+AFQDyXx8iSxkQIkqy28UbwZK8mnu6hM1KuzF5NRu8CF2wZ/JqwuaERItbejpFU91vfYbTYgZvoNzSVKPh7u4hAF4EX26lTEZRohd8/aaGtcxAaS/qcD35d69N8q87eHFKAj+8E+G6ONkk//aJD/SKaI/k37B5G0YU2PmadyT2FiQKwHoAVdPixd1n95Y+aLeL28BwhMmrJTmnitksS/KqBPy3ojV5NXNXtlllj3tZklcHEULut4hQmD2u6yQQAC9nzMlY0VSj4e7uPuB7Sv4AiiwGyrFxcvmAjgiyETQAfgTfc9rTQPLvXQD6oInk3yDviDg3uTKwLUEQQvKf+Whkh44EOjN2Tx25L0byPIBuwe6UfsMEl3/b67q2yat7LjLVWnMHJa8SPEDRVJA9ruvErAKwsBkGymfAD4/yAZDHvLyTB7TNQGkvDLgx+bcOuJb8Gw3eD9UfvO/ODH4YaJP82y8u2LtrvJvcI6QV6w9b5m0YMds+b0OgPQRpJICHAeRvmeLyjIecanUSrZEhhtzryat1BgZi8N9yp8Gnbdg7eXW4ZTg2tZHk1c7MVwAebcxACQDD3d1lsDFQAuDuV3okDndzm9BKA2V7YALvu9oB4Id6yb9RAAbglsm/XeOVLt7NTf59Yt6GEZ+2w/u4I2kPQeoG4BUABUtGyCYmBIj6tuT8BpJXafAidAJ8Aqu9k1dTLHljkyma8rTHdW9jfgUw9RYGSjGAhwCkoH0NlPaAxY3Jv6XATcm/d4HfZMEqTjcl/ypdfcJpir5JcC3+o9B5G0YUd8zb6fy0hyDJwM8jFd4fJ46e00c641bn6MxEnV3JZR7OZy4duDF59U/wyauX7Jy8OtYmedUhReudmNPgbQFljTWwGCgnAHgAHWOgtAcc+KG91SVeANyQ/JuI68m/1vw6PXBD8m+cp5tfV2vyL8dxfz378aj+Hf9WOi/tUg/pvhjJqwD83KTQfDHF5WUxfXOKRL3kVQPhJx+14Pcgs3fyqjv45NUH7Jy82lm5DN5AeamxBhZRSgY/hCsDoIuVyXz/6e0zq50NlDdQyTDwEIkgafncz0nwPacdcVmZucC15N9wXE/+9UADyb+xof36RAbEh/sqgz6Zt2HEKju9FQG0nyANB/AIgPwPx8hnRHrRMcD15NX9V9jLf15PXlXhet5YeySvTrckrzpzYqYz0lIDZR0AVYhY4v6Mr+8sD5HIv6nzbFlcVopkV1cMd7u50sq2mhr8pOYXTFUch15yF0TLZPhJrcLHoV3wq1qN+zzarH/puN5zugDw244D6AK+TG8yrhcUrAa/BfuWjKtHD7T1xgI30l6CFAjg/wDk3R8njunmTQf9epm5Ui959TD4PwR7Jq/6gU9end7ByaudFQ14A+UvTTVqi4HylE6HL2qqsTrk1sUh3ikrxRQPT2yrrUFPuRyRUilqWRb3utt1N6ZMXBenv4Gbkn+TwQvSGxlXjzY6rBVoHe0lSBSAdwG44fr+Zdbk1XQAhXZM2QgGMMWSN+bI5NXOihnA4xlzMrY21agRA+X9YVJpXKMXJgSTr17BEFdX9HdRYKR747XoysxmLKsox6rgELxWWoI4mRzlDIO5Pj5wuXm+2V7k4nry7wngmji5ZFw9apfVXYEbabci//fFSEYBGA5ehDLAbwdtLxEKx/Xk1YFOlLzaWSEAXsqYk/FeU40aMlA+4+M7NrYRA+WO2loc1GrwekAgvqypga9YhFle3g1ee1VFBZJcFRikcMVPKhW+r6vDcDc37NOo8S8fHwxSuLbxLd6SAlxP/j0Sl5Vpl169wI04/zZIFhI2J0TBIkJOnrzamXkfwIvNMFA+C96QaDVQDhmgUAyv3/adslIMdXNDsqsbco1GfFhZ0eDQjSMED+fn4avwiGvPpev1KDCbUMWwKDCb8FpAmwzXLaUYQExcVqZdjLgC13HqOZaEzQk9Lcmr063Jq5Qd908TaDELAAQmbE54NGNOhrmhBpYKlO8DeAK8CTFvY031IRXHqoe7uk2kbXqzYRIpCk1mwBU4bzAgWNKwjekvvR69XG5cGM0zmRAulULNGuCArkquIEbtg9P1kBI2J/S1yaDvduszBBzAPvCT3S0yUI5yc4uepPR4QGRZbNByLF4tKUUVy4AhBP/288dhrRbz/fxuuNaqigr0lMuRYplj0rAszhoM6O0ix6z8fDzt43vttQ5iXlxW5vqOvOGdgsMFqZMnr3ZmTgMYmzEno7yxBg0ZKAdaDJRS5zVQNgkhhKUoKiguK7PC0bF0RhwqSD039pwO4IM7IHm1s5IL3kDZ6BbeNgbKx8Fv4e0QA6W9YAj5NSE7K8XRcXRWHJIQqUxUBikTldOq9lXdCZn0nZluAI4mbE7o11iDA2o1OaBWHwJfUcAHgDLLaKz8oLLiszqWbbR35ayIKUpwZrcjjsrQngpgqjZTm8sZObvULRJwGP4Afk/YnNBkr+GAWp0OYBn4RFafQrNZvbyifGM5w+R1RJD2wMRxVwD85Og4OjOOEqRT4JNnDYZiw3kHxSBgP9wA7EnYnDCzqUYH1OocAO+Ar97gX8OyhnfLy7bmm0yZHRGkHXgvLivTuVaBOhmOEqTz4M12tPaCNsNBMQjYFwmArQmbExY01eiAWl0EXpRqAIToCWGWV5R/k2UwNJkz52gYQlRSmv7c0XF0dhwiSKozKg34fcJ8dDm6ElbHVjkiDgG7QwFYmbA5YaVl9bRBDqjVVeCHb5cBhHEAVldV7jmp0zltsqqZkA3WGt4C7Ycjq/wdAT+fAN0l3QkHxiFgfxYA2JKwOaHRgm0H1Go1+Inu0wAiANAba6oP7deod3OO9qLUgyPE7ELT7zs6jjsBRwpSJvjETUnNHzWnOROndWAsAvbnYQBpCZsTGi2Ad0CtNgDYAL7kbAQA8bd1dad3quq2sYTYpRaWPTASsiMuK1PI7O8AHCZIqjMqA4BfAAQSE2F0ubpjjopFoN24F/wKXKO1kQ6o1QyALeCTVsMASPdpNBe31tR8YeI4p9ia2oWmlzg6hjsFRxdm3w9+cltcc7jmJMdwwhi989EPvFep0TSgA2o1AbALwGfg6w4pjut1BR9VV32u4xxrC9Fy7N64rMxzjozhTsKhgqQ6o6oBL0qBnI4z6a/ohbmkzkk3AEcSNic0uuGDxUB5EMAHsBgoM3kD5aeOMlCyhLAiUM844t53Ko7uIQF8oiYNgK79o/ZPwpIGs8gFbnsCwA/fRjXV6IBafQYNGCgrGCa/I4K0pZZlv0q8mN1oXXEB++NwQVKdUVWAr6kdwNQxekO+4S9HxyTQbrgD+LGZBsolsDFQLisv21JgMmV1RJAAYCZE70rT8zvqfgI8DhckC3sByABQNUdqjhKO2KXQv4BTYjVQvtBUowNqdSF4A2UtLAbKdyvKv842doyBsoZl3k28mF3dEfcSuI5TCJLqjKoI/LY0AeZKs9pYbEx3dEwC7QoF4P2EzQkrmmGg/D/YGCg/rKzcc6qdDZRqli3wF0veac97CDSMUwiShT3gC8RTtUdr/yBOZo4TaBdeBPBFMw2UZ2AxUH7ejgZKQghqWPaJuKxMoZfuAJxJkPIAnAPgZyw21hgKnDu3ScBuzAKwuxkGyv+inoFyl0q13d4GygqW/WX05dy99rymQPNxGkFSnVFZvSgKAFTlz5W/cgauzsFhCXQMowEcsOyr1yANGSh/0aiz7Wmg1HJsnYplm5xwF2hfnEaQLOSA30Y7iNNxptrjtWmODkigw+gP3kDZtbEGNgbKz2FjoPy4umpjWw2UHCHkgsE4d+KVy0KitwNxKkGy9JK+BL+fuov6jPqSsdh41sFhCXQc3cGLUqPbXFkMlL+DN1D6AlBeMBorPuQrULa6znW20fjN7Py8ba09X8A+OJUgAYDqjKoawFYAgQBQ+XPlz50p8ZbRMNCc04BRMw0eN/e8G16rY0CYTrMGEADgYMLmhJFNNbIYKP8PFgNlgdmsWlFR/nlrDJTljPlqmlo1p3XhCtgTpxMkC0fBT3AHMipGrzqt6hRlQ821ZuStyoPusg5X3r0CU5XphmNG1bAo1T+PUTGo+rUKl5dcBmfkoD6nBiXuVPvVWQ2UDzXVyMZAyQLwr26FgdLAcca/9Yb7P6+qEvIonQCnFCTVGRUH4AvwG1nK6v6sO28q7ziXbnthLDIi6KEg+N/nD7eebjAW33isz2t4brb+efo8PQz5BngmeUJ3WQda6pS/xrYiBfBlawyUy3kDZbMc/+cMhjfnFxWebnO0AnbBaf+SVWdUZQC2AQgCgMq9lXtu92oAbj3coOiugDZbC/1lPRTdFTcdN/c8QggIS6A5r4F7rw7dJLEjsRool9/CQFkJfvh2BUAYC+DDysq0v3S635u6eK7R+PvnNdXL7RmwQNtwWkGy8Dt4l66/ucqs0ZzV/OLgeNoMIQR1x+tAiShQNHXTcXPPc+/pDvXfaki8JMj7MA+azr2z878BbE7YnNDo1u8WA+X7sDFQflZTffCARp3WkIGynGGKj+i091tW7gScBIfvXHsrlInKUACLAZQAMAc9EjRL6iO97bfYLttRBnmoHB6DPBo8bs55ulwdTOUmMCoGpnITgh8J7ojQHcnPAKZlzMlodJHDsoX3wwBGwrKF971u7jETlcpp1i2861hWvUtVN2JpWZlgvnUynL2HBNUZVSGA7wAEA0D5D+Xf3q6bAlTsqUDNkRoAAKtjYao03XBMKxr+ddQ/z9rOWGqE1F/KT2g79/eKvRiD5hsov4ONgfLL2povTIQzGDjOuFtV94wgRs6J0wuShV8AFADwZ9WsoSKt4kvOzOkcHVRL8R7mjdqjtbi89DJAbj526+kGQ5EBZTvKmjzPracbWD0LiYcEsmAZan6vgWu8q4PeVYczAHyxt8jGGhxQqzkAO2FjoPxTpytcU1m5d49atfSoTrelg2IVaCFOP2SzokxU+gJ4A7xpstY13jXMZ5TPbIqmRA4OTcAxlAIYlzEn40xTjYa7u/cF8Az48jbHAPz3gFotJM46KbeNIAGAMlEZCeA1AFUAdJ5JngkeAz2mOjgsAcehBjAlY07Gb001Gu7uHg1gMICvLIm6Ak7KbSVIAKBMVPYD8ByAQgBm33G+w1yjXYc6OCwBx2ECMDtjTsZ2Rwci0HZulzmka6jOqP4C70/qAoCu/LHyd2OJUdiO+85FCuCrhM0J/3B0IAJt57YTJAs/g6+NEwYAZd+V7TTXmju8CLyAc0AIqQRfl13gNue2FCRLVYD/gc93CyFmwpb/UL6d1bM1Dg5NoIPhzJxZc1bzVMacjGxHxyLQdm5LQQIA1RmVGfw2zJUA/JhaRlexp2IrZ3TsxoICHQdhCFNzuGZt9YHqXY6ORcA+3LaCBACqMyoN+HrLAOBhLDRWl31f9jmrZ4XdIjo5hCNc7dHajZqzmv9YvpwEOgG33SpbQygTlV0BvATACKBG4iNx85/i/4jYTdzonvICty+ciTPWHK7ZqsnQPKs6o7JL+VoB56BTCBIAKBOV4eB3saAAVIrcRfLABwJniZXiEAeHJmBHWC2rqvipYqux0LhIdUaldnQ8Aval0wgSACgTlUHge0oyAOW0gpYG3B/wgNRH2t3BoQnYAVOVqaxid8XHTC3znuqMSpgr7IR0KkECAGWi0g98T8kTQAloUAFTAsbJu8j7OzYygbagz9dfrkirWE5MZKPqjMrk6HgE2odOJ0gAoExUegKYD96nVAiA+KT4JLnGu6ZQVKcq9XpHoM5Qp1f/Vv0agB8t1UQFOimdUpAAQJmodAHwD/DZ4fkAWI+BHnEegzymUiKq0UJfAs4D4Qhbe7T2D9Up1UuqM6oTjo5HoP3ptIIEAMpEpQjAdABjwfeUTPIwua9Pis9Usbs4yLHRCTQFZ+IMVb9W/ai7qHtZdUZ1ydHxCHQMnVqQAECZqKQADAcwG0ANgDqIQPuO8R2i6KZIpmjqtvZidUbM1eayyn2V35tKTKmW2uoCdwidXpCsKBOV0QD+BX6yuwgAp4hWBHsP854iUoh8HRqcAACAsMSkOqM6U/tH7bcANliMrwJ3EHeMIAGAMlGpAPAAgBEAKgBoaBkt9h3rO0oeLh8kTHg7DlOFKa/y58qT5irzDgA7BPf1nckdJUjAtSFcAoAnAMgBFAMgbgluEV6DvSbTcrrpKvsCdoUzc/q6k3WnVCdURwF8KswX3dnccYJkRZmo9AAwC8Ag8OVQdSJXkcx3nO8YeYi8j0ODu0MwFhtzK/dWnmTqmO0AflKdURkdHZOAY7ljBQm41lsaCOAx8CknJQCg7KeMVvZVjhK5ihrd3UKg9XBGTlN7tPakOl19GMDnqjOqPEfHJOAc3NGCZEWZqPQB8CiAXuBFyQAKlMddHj3cE9yHiRQiH4cG2EkgHGH1V/WZ1b9W/83q2K0AflOdUTGOjkvAeRAEyYIyUUkDSAbvW3IBUA7AABqUZ5JnL7cebkNFLiIvhwZ5m0JYYtJf1f9dc7gmj6llzgDYpDqjKnF0XALOhyBI9bA4vIcAmAw+SbcMgBEi0F6DvXq7xrsOFclFwsR3M+DMnF6fqz9T80fNVVbD1gH4GsBh1RmVsA2RQIMIgtQIykSlK4ChAO4DX0i+FICJElO05z2efd3i3JJpGa10aJBOCmfiNNps7V+1R2oLOANXDeAHAH8KtYsEboUgSLdAmah0A+/0ngBADF6YzJSEEnkle/Vz6erSV+wmDnBokE4Ca2BrtRe0p2uP1hYRhpSD3876lJCdL9BcBEFqJspEpTuAkQDGARCBH8qZAMAlwsXfLcEtQR4iT7jTfEyEEMLUMFe02dpLdSfrSsGhCMAOAOnChLVASxEEqYVY/EujLA85AAP4jQZYAHCNdw1zi3NLkAZKe9AS2sVxkbYvTB1TqM/Tn1OdVpUytQwF4DKA7wGcF0qECLQWQZBaiTJRKQUQA+AeAP3A95o0AKoBEEpM0e693bsrohQJUj9pDCWiJA4Mt80QjnCMiikwFhkvqtPVhaZyEwWAAEgHsBdAtmV7KgGBViMIkh2wTID3AD8JHmd5us7yAK2gpe693aPlwfIIibckjFbQfrdD3hzHcAZzpfmSId9wUX1WXc5qWBl4A2k2gIMAzgl1rQXsiSBIdkaZqPQC0Bv8RHgYAA6ACoDa8n+IlWIXRZSiiyxEFibxloSK3cSBlJiSOSxoAKyBrWPVbKm51lxmrjCXGgoNFcZiIw1+WAoAuQCOADirOqMStpkSaBcEQWonLGkpAQASLY+u4HsXFAAteJG6ltEuC5Z5yUPlgRI/SaDEUxJAy2klJaEUtIRW2HO4RzjCslq2nFExZeZqc6mpzFSqz9NXsGpWBMANgAS8cDIAzgA4BeCi0BMS6AgEQeogLHNOIQAiwVcbiAHf++DAb9ipAz8HZah/LiWlxBJPiULkLlKI3cQKWkErRC4iBS2nFbScVgCgCEOMxExMnIkzEhMxckbOyJk4E2fgjKyBNXJ6zsTqWCOrYTkQuAFwtbkFB77M7yUAV8BbG4qEEiACHY0gSA7C0oPyAhAEIBhANIDu4AvIEZsHwAsWDb7XYrZ5sOAn08X1/hWB74lxNtewXkcDfviVA76sbxmASsE9LeAMCILkZFjqgLsAUDTw8AAvYh6Whwv4npUe/DBQi+s9LT14n5TR5lEBQCOshgk4K4IgCQgIOA1CgXsBAQGnQRAkAQEBp0EQJAEBAadBECQBAQGnQRAkAQEBp0EQJAEBAadBECQBAQGnQRAkAQEBp0EQJAEBAadBECQBAQGnQRAkAQEBp0EQJAEBAadBECQBAQGnQRAkAQEBp0EQJAEBAadBECQBAQGnQRAkAQEBp+H/AZe0jO+m421NAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 02_monthly_bills_of_alipay\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "kinds = ['购物', '人情往来', '餐饮美食', '通信物流', '生活日用', '交通出行', '休闲娱乐', '其他']\n",
    "money_scale = [800 / 3000, 100 / 3000, 1000 / 3000, 200 / 3000, \n",
    "               300 / 3000, 200 / 3000, 200 / 3000, 200 / 3000]\n",
    "dev_position = [0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1]\n",
    "plt.pie(money_scale, autopct='%3.1f%%', shadow=True, \n",
    "        explode=dev_position, startangle=90)\n",
    "# 添加标题\n",
    "plt.title('支付宝月账单报告')\n",
    "# 添加图例\n",
    "plt.legend(kinds, loc='upper right', bbox_to_anchor=[1.3, 1.1])  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.4　显示网格"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4.1　显示指定样式的网格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n",
    "y1, y2 = np.sin(x), np.cos(x)\n",
    "lines = plt.plot(x, y1, x, y2)\n",
    "# 设置 x 轴和 y 轴的标签\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "# 设置 x 轴的刻度范围和刻度标签\n",
    "plt.xlim(x.min() * 1.5, x.max()  * 1.5)\n",
    "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi], [r'$-\\pi$', r'$-\\pi/2$',\n",
    "                                                   r'$0$', r'$\\pi/2$', r'$\\pi$'])\n",
    "# 添加标题\n",
    "plt.title(\"正弦曲线和余弦曲线\")\n",
    "# 添加图例\n",
    "plt.legend(lines, ['正弦', '余弦'], shadow=True, fancybox=True)\n",
    "# 显示网格\n",
    "plt.grid(b=True, axis='y', linewidth=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4.2　实例3：汽车速度与制动距离的关系（添加网格）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 03_vehicle_speed_and_braking_distance\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x_speed = np.arange(10, 210, 10)\n",
    "y_distance = np.array([0.5, 2.0, 4.4, 7.9, 12.3, \n",
    "                       17.7, 24.1, 31.5, 39.9, 49.2,\n",
    "                       59.5, 70.8, 83.1, 96.4, 110.7,\n",
    "                       126.0, 142.2, 159.4, 177.6, 196.8])\n",
    "plt.scatter(x_speed, y_distance, s=50, alpha=0.9, linewidths=0.3)\n",
    "# 设置 x 轴的标签、刻度标签\n",
    "plt.xlabel('速度(km/h)')\n",
    "plt.ylabel('制动距离(m)')\n",
    "plt.xticks(x_speed)\n",
    "# 显示网格\n",
    "plt.grid(b=True, linewidth=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.5　添加参考线和参考区域"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5.1　添加参考线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n",
    "y1, y2 = np.sin(x), np.cos(x)\n",
    "lines = plt.plot(x, y1, x, y2)\n",
    "# 设置 x 轴和 y 轴的标签\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "# 设置 x 轴的刻度范围和刻度标签\n",
    "plt.xlim(x.min() * 1.5, x.max()  * 1.5)\n",
    "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi], [r'$-\\pi$', r'$-\\pi/2$',\n",
    "                                                   r'$0$', r'$\\pi/2$', r'$\\pi$'])\n",
    "# 添加标题\n",
    "plt.title(\"正弦曲线和余弦曲线\")\n",
    "# 添加图例\n",
    "plt.legend(lines, ['正弦', '余弦'], shadow=True, fancybox=True)\n",
    "# 显示网格\n",
    "plt.grid(b=True, axis='y', linewidth=0.3)\n",
    "# 添加参考线\n",
    "plt.axvline(x=0, linestyle='--')\n",
    "plt.axhline(y=0, linestyle='--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5.2　添加参考区域"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n",
    "y1, y2 = np.sin(x), np.cos(x)\n",
    "lines = plt.plot(x, y1, x, y2)\n",
    "# 设置 x 轴和 y 轴的标签\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "# 设置 x 轴的刻度范围和刻度标签\n",
    "plt.xlim(x.min() * 1.5, x.max()  * 1.5)\n",
    "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi], [r'$-\\pi$', r'$-\\pi/2$',\n",
    "                                                   r'$0$', r'$\\pi/2$', r'$\\pi$'])\n",
    "# 添加标题\n",
    "plt.title(\"正弦曲线和余弦曲线\")\n",
    "# 添加图例\n",
    "plt.legend(lines, ['正弦', '余弦'], shadow=True, fancybox=True)\n",
    "# 显示网格\n",
    "plt.grid(b=True, axis='y', linewidth=0.3)\n",
    "# 添加参考线\n",
    "plt.axvline(x=0, linestyle='--')\n",
    "plt.axhline(y=0, linestyle='--')\n",
    "# 添加参考区域\n",
    "plt.axvspan(xmin=0.5, xmax=2.0, alpha=0.3)\n",
    "plt.axhspan(ymin=0.5, ymax=1.0, alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5.3　实例4：全校高二年级各班男女生英语成绩评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 04_average_score_of_english\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "men_means = (90.5, 89.5, 88.7, 88.5, 85.2, 86.6)\n",
    "women_means = (92.7, 87.0, 90.5, 85.0, 89.5, 89.8)\n",
    "ind = np.arange(len(men_means))  # 每组柱形的 x 位置\n",
    "width = 0.2                      # 各柱形的宽度\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "ax.bar(ind - width / 2, men_means, width, label='男生平均成绩')\n",
    "ax.bar(ind + 0.2, women_means, width, label='女生平均成绩')\n",
    "ax.set_title(' 高二各班男生、女生英语平均成绩')\n",
    "ax.set_ylabel('分数')\n",
    "ax.set_xticks(ind)\n",
    "ax.set_xticklabels(['高二1班', '高二2班', '高二3班', '高二4班', '高二5班', '高二6班'])\n",
    "# 添加参考线\n",
    "ax.axhline(88.5, ls='--', linewidth=1.0, label='全体平均成绩')\n",
    "ax.legend(loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.6　添加注释文本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.6.1　添加指向型注释文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n",
    "y1, y2 = np.sin(x), np.cos(x)\n",
    "lines = plt.plot(x, y1, x, y2)\n",
    "# 设置 x 轴和 y 轴的标签\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "# 设置 x 轴的刻度范围和刻度标签\n",
    "plt.xlim(x.min() * 1.5, x.max()  * 1.5)\n",
    "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi], [r'$-\\pi$', r'$-\\pi/2$',\n",
    "                                                   r'$0$', r'$\\pi/2$', r'$\\pi$'])\n",
    "# 添加标题\n",
    "plt.title(\"正弦曲线和余弦曲线\")\n",
    "# 添加图例\n",
    "plt.legend(lines, ['正弦', '余弦'], shadow=True, fancybox=True)\n",
    "# 显示网格\n",
    "plt.grid(b=True, axis='y', linewidth=0.3)\n",
    "# 添加参考线\n",
    "plt.axvline(x=0, linestyle='--')\n",
    "plt.axhline(y=0, linestyle='--')\n",
    "# 添加参考区域\n",
    "plt.axvspan(xmin=0.5, xmax=2.0, alpha=0.3)\n",
    "plt.axhspan(ymin=0.5, ymax=1.0, alpha=0.3)\n",
    "# 添加指向型注释文本\n",
    "plt.annotate(\"最小值\",\n",
    "             xy=(-np.pi / 2, -1.0),\n",
    "             xytext=(-(np.pi / 2), -0.5),\n",
    "             arrowprops=dict(arrowstyle=\"->\"))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.6.2　添加无指向型注释文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n",
    "y1, y2 = np.sin(x), np.cos(x)\n",
    "lines = plt.plot(x, y1, x, y2)\n",
    "# 设置 x 轴和 y 轴的标签\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "# 设置 x 轴的刻度范围和刻度标签\n",
    "plt.xlim(x.min() * 1.5, x.max()  * 1.5)\n",
    "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi], [r'$-\\pi$', r'$-\\pi/2$',\n",
    "                                                   r'$0$', r'$\\pi/2$', r'$\\pi$'])\n",
    "# 添加标题\n",
    "plt.title(\"正弦曲线和余弦曲线\")\n",
    "# 添加图例\n",
    "plt.legend(lines, ['正弦', '余弦'], shadow=True, fancybox=True)\n",
    "# 显示网格\n",
    "plt.grid(b=True, axis='y', linewidth=0.3)\n",
    "# 添加参考线\n",
    "plt.axvline(x=0, linestyle='--')\n",
    "plt.axhline(y=0, linestyle='--')\n",
    "# 添加参考区域\n",
    "plt.axvspan(xmin=0.5, xmax=2.0, alpha=0.3)\n",
    "plt.axhspan(ymin=0.5, ymax=1.0, alpha=0.3)\n",
    "# 添加指向型注释文本\n",
    "plt.annotate(\"最小值\",\n",
    "             xy=(-np.pi / 2, -1.0),\n",
    "             xytext=(-(np.pi / 2), -0.5),\n",
    "             arrowprops=dict(arrowstyle=\"->\"))\n",
    "# 添加无指向型注释文本\n",
    "plt.text(3.10, 0.10, \"y=sin(x)\", bbox=dict(alpha=0.2))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.6.3　实例5：2013—2019财年阿里巴巴淘宝和天猫平台的GMV（添加注释文本）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 05_taobao_and_tianmao_GMV\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.arange(1, 8)\n",
    "y = np.array([10770, 16780, 24440, 30920, 37670, 48200, 57270])\n",
    "bar_rects = plt.bar(x, y, tick_label=[\"FY2013\", \"FY2014\", \"FY2015\",\n",
    "                                      \"FY2016\", \"FY2017\", \"FY2018\", \"FY2019\"], width=0.5)\n",
    "# 添加无指向型注释文本\n",
    "def autolabel(rects):\n",
    "    \"\"\" 在每个矩形条的上方附加一个文本标签, 以显示其高度\"\"\"\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()    #  获取每个矩形条的高度\n",
    "        plt.text(rect.get_x() + rect.get_width() / 2, height + 300, s='{}'.format(height),\n",
    "                 ha='center', va='bottom')\n",
    "autolabel(bar_rects)\n",
    "plt.ylabel('GMV(亿元)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.7　添加表格"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.7.1　添加自定义样式的表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n",
    "y1, y2 = np.sin(x), np.cos(x)\n",
    "lines = plt.plot(x, y1, x, y2)\n",
    "# 设置 x 轴和 y 轴的标签\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "# 设置 x 轴的刻度范围和刻度标签\n",
    "plt.xlim(x.min() * 1.5, x.max()  * 1.5)\n",
    "plt.xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi], [r'$-\\pi$', r'$-\\pi/2$',\n",
    "                                                   r'$0$', r'$\\pi/2$', r'$\\pi$'])\n",
    "# 添加标题\n",
    "plt.title(\"正弦曲线和余弦曲线\")\n",
    "# 添加图例\n",
    "plt.legend(lines, ['正弦', '余弦'], shadow=True, fancybox=True)\n",
    "# 显示网格\n",
    "plt.grid(b=True, axis='y', linewidth=0.3)\n",
    "# 添加参考线\n",
    "plt.axvline(x=0, linestyle='--')\n",
    "plt.axhline(y=0, linestyle='--')\n",
    "# 添加参考区域\n",
    "plt.axvspan(xmin=0.5, xmax=2.0, alpha=0.3)\n",
    "plt.axhspan(ymin=0.5, ymax=1.0, alpha=0.3)\n",
    "# 添加指向型注释文本\n",
    "plt.annotate(\"最小值\",\n",
    "             xy=(-np.pi / 2, -1.0),\n",
    "             xytext=(-(np.pi / 2), -0.5),\n",
    "             arrowprops=dict(arrowstyle=\"->\"))\n",
    "# 添加无指向型注释文本\n",
    "plt.text(3.10, 0.10, \"y=sin(x)\", bbox=dict(alpha=0.2))\n",
    "# 添加表格\n",
    "plt.table(cellText=[[6, 6, 6], [8, 8, 8]], \n",
    "          colWidths=[0.1] * 3, \n",
    "          rowLabels=['第1行', '第2行'], \n",
    "          colLabels=['第1列', '第2列', '第3列'], loc='lower right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.7.2　实例6：果酱面包配料比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-28-ec370f7cf2dc>:11: MatplotlibDeprecationWarning: normalize=None does not normalize if the sum is less than 1 but this behavior is deprecated since 3.3 until two minor releases later. After the deprecation period the default value will be normalize=True. To prevent normalization pass normalize=False \n",
      "  plt.pie(batching_scale, autopct='%3.1f%%')\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 06_jam_bread_ingredients\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "kinds = ['面粉', '全麦粉', '酵母', '苹果酱', '鸡蛋', '黄油', '盐', '白糖']\n",
    "weight = [250, 150, 4, 250, 50, 30, 4, 20]\n",
    "total_weight = 0\n",
    "for i in weight:\n",
    "    total_weight += i\n",
    "batching_scale = [i / total_weight for i in weight]\n",
    "plt.pie(batching_scale, autopct='%3.1f%%')\n",
    "plt.legend(kinds, loc='upper right', bbox_to_anchor=[1.1, 1.1])  \n",
    "# 添加表格\n",
    "plt.table(cellText=[weight], cellLoc='center', rowLabels=['重量(g)'], \n",
    "          colLabels=kinds, loc='lower center')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
